{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `facet_grid`\n",
    "Parameters\n",
    "- `first facet`\n",
    "- `second facet` (optional)\n",
    "- `scales` (\"fixed\" (default), \"free\", \"free_x\", \"free_y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Dh7Vr1y7ddttt2rFjB+UdCYhh5GYYem+OjJkhY3bImXNkzA4ZMzNUecdYNernvCsrKynv\nSEAMI7fD0HvnyJgdMmaGnJkjY2bIWOqivCNFMGLGDEPvzZExM2TMDjlzjozZIWNmnJR3jBXWm+K2\ntjbV1dWpo6NDLpdL5eXlqqioiFl5R3d3t8bofj4u3G63gsFgvJcxZrhcLmVkZKinp4ecOUTGzJAx\nO+TMOTJmh4yZcblcKigoiPcyRoX15RNut1s33nijioqK5Pf7tWHDBpWWlurDDz+kvCMB8c7XDEPv\nzZExM2TMDjlzjozZIWNmkmlSh/Wc4ry8PBUVFUk6d1H6xIkT5fP5KO8AAADAmBNReUe/06dP68SJ\nEyopKaG8AwAAAGNOxNMn/H6/ampqtHz5co0bN27Q31PekRgYRm6GoffmyJgZMmaHnDlHxuyQMTPJ\nlK+InklfX59qamo0d+5cXXHFFZJEeQeSSrLMXkTiImOINjIGOBPRpvi1117TpEmTVFFRET5WVlZG\neUcCYhi5GYbemyNjZsiYHXLmHBmzQ8bMUN6hczXPe/fuVWFhoZ577jlJ0vXXX69rrrmG8o4ExDBy\nOwy9d46M2SFjZsiZOTJmhoylLso7UgQjZsww9N4cGTNDxuyQM+fImB0yZobyjihoaWnRtm3bFAqF\nVF5ersrKymEfS3mHOYaRm2HovTkyZoaM2SFnzpExO2TMDOUdoywYDOr111/X6tWrlZeXpw0bNqis\nrGzYdx6Ud5jjna8Zht6bI2NmyJgdcuYcGbNDxswk06SOhNgUHzt2TBMmTAi/05gzZ46am5sjPh3f\n29ub1O+O3W63PB5PvJcBAAAw5iXEpnioAo9jx45F/N8NhUJ6+eWXI/7vJKLc3FzdeuutjjfFY/Fd\nb09PjzIyMuK9DAAAkAISYlN8MbblHaFQSL29vUlzncuFsrOzNW7cON1yyy3xXkrUbNq0KW4/OxAI\n6Isvvojqz/D7/UMW3oxVF77x6unpCc8px2AUK9ihWME5MmaHjJlJpnwlxDPJy8tTW1tb+OvzCzyG\nKu+YOnWqbr/9dkdz8R566KHRXWyCef/99+O9hKTk8/n0wQcfaMGCBUOOBAQi5fP59MYbb2jBggVJ\nM+MTiYWMIRbOz9lY//cyITbFxcXFOnXqlM6cOaPc3Fzt27dPK1eulDS4vKO1tVV1dXU6e/bsmP/l\nI3GdPXtWb731lsrKysgZooKMIdrIGGIhmXKWEJtit9utFStW6JVXXlEoFNL8+fPDN9kNV94BAAAA\njJaE2BRLGtRkBwAAAMSKO94LAAAAAOLN8/jjjz8e70WYCIVCysjI0LRp05Lqzn0kFnKGaCNjiDYy\nhlhIppwlTM0zAAAAEC9cPgEAAICUx6YYAAAAKY9NMQAAAFIem2IAAACkPDbFAAAASHlsigEAAJDy\n2BQDAAAg5bEpBgAAQMpjUwwAAICUx6YYAAAAKY9NMQAAAFIem2IAAACkPDbFAAAASHlsigEAAJDy\n2BQDAAAg5bEpBgAAQMpjUwwAAICUx6YYAAAAKY9NMQAAAFIem2IAAACkvLSRHvDaa6/pwIEDysnJ\n0QMPPDDg73bt2qUdO3boscceU3Z2tiSpvr5ejY2NcrvdWrZsmaZPny5J+uKLL7R582b19vZqxowZ\nWr58uSSpt7dXdXV1On78uLKzs7Vy5UoVFBSM9vMEAAAAhjXimeJ58+bprrvuGnS8ra1Nn3zyyYAN\nbGtrq/bv36+1a9fqzjvv1NatWxUKhSRJW7duVXV1tdatW6evv/5aBw8elCQ1NjYqKytL69atU0VF\nhXbu3Dlazw0AAABwZMRN8dSpU5WVlTXo+Pbt23XDDTcMONbU1KQ5c+bI4/Fo/PjxmjBhgo4dO6b2\n9nb5/X4VFxdLkubOnaumpqbw98ybN0+SNGvWLB06dCjiJwUAAACYsLqmuKmpSV6vV5MnTx5wvL29\nXV6vN/x1Xl6efD7foONer1c+n2/Q97jdbmVmZqqzs9NmWQAAAICVEa8pvlAgEFB9fb3uvvvuaKwn\nfLlFP5/Pp7Nnzw44lpubO2CTDQAAAETCeFN86tQpnTlzRs8++6ykc5vW559/Xvfee6/y8vLU1tYW\nfqzP55PX6w2fMb7wuPTns8ler1fBYFB+vz98054kffDBB3rrrbcGrOHaa6/V4sWLTZcOAAAADMnR\npvj8s7eTJ0/Wo48+Gv76qaee0n333aesrCyVlZWptrZWCxcuVHt7u06dOqXi4mK5XC6NGzdOR48e\nVXFxsfbs2aOrr75aklRWVqYPP/xQJSUl2r9/vy677LIBP3vBggUqKysbcCw3N1enT59Wb2+v9RNP\nNePGjZPf74/3MsaMtLQ0jR8/npwZIGNmyJgdcuYcGbNDxsz05ywZjLgp3rRpkw4fPqyuri498cQT\nWrx4sebPnz/gMf2b5sLCQs2ePVvr16+Xx+NRVVWVXC6XJKmqqmrASLYZM2ZIksrLy1VbW6unn35a\nWVlZWrly5YD/ttfrHfJSidbWVgUCAbtnnYLS0tL4fVno7e3l9+YQGbNDxsyQM3NkzAwZS12u0IUX\n8Y4RbIrNZGVlqaurK97LGDPS09M1adIkcmaAjJkhY3bImXNkzA4ZM9Ofs2Qw4qZ4qPKOHTt26MCB\nA/J4PLrkkktUXV2tzMxMSbEp7+ju7lZ3d/egm/IwPLfbrWAwGO9ljBkul0sZGRnq6ekhZw6RMTNk\nzA45c46M2SFjZlwuV9KUro14+cS8efP03e9+V3V1deFjpaWlWrJkidxut3bu3KmGhgYtWbJEJ0+e\nDJd3+Hw+vfzyy1q3bp1cLle4vKO4uFivvvqqDh48qOnTpw8o79i3b5927typVatWXXRNmZmZam9v\n552vAd75mklPT1dBQYE6OjrImUNkzAwZs0POnCNjdsiYmfT09HgvYdRYlXeUlpbK7T73rSUlJeHJ\nEs3NzZR3AAAAYMyxKu84X2NjY/imOco7AAAAMBYZzyk+39tvvy2Px6Mrr7xytNbjuLwjLS2ipacc\nj8eTVB9xRFt/vsiZc2TMDBmzQ86cI2N2yJiZZMqX9TNpbGxUS0uLVq9eHT42XEkH5R0Yq5Jl9iIS\nFxlDtJExwBnj8g5Jamlp0a5du7RmzZoB7xD6yzsqKioo70gwDCM3w9B7c2TMDBmzQ86cI2N2yJiZ\nZCrvGHEk2/nlHTk5OVq8eLHq6+vV19cXvgGvpKREN910k6RzI9l2794tj8fjeCRbbW2tTpw4ES7v\ncPLLZe6iGe6mNcN8T3NkzAwZs0POnCNjdsiYmZSaU5yoeJGb4UVuhn9MzJExM2TMDjlzjozZIWNm\nkmlTPOLlE0OVd3R1dWnjxo1qa2tTQUGBVq1aFdPyDgAAAGA0jXim+LPPPlNGRobq6urCm+KdO3cq\nKytLlZWVamhoUFdXl5YuXaqTJ0+qtrZW995776DyjhdeeEErVqwIl3dUVFRo+vTpeu+99/Tll1/q\npptu0r59+/Txxx+PWN5Bo505GnrM0ARljoyZIWN2yJlzZMwOGTOTUo12U6dO1ZkzZwYca2pq0po1\naySdK+J46aWXtHTp0mHLO/Lz84cs75g+fbqamprCkyRmzZql119/fcRF02hnjo+DzNAEZY6MmSFj\ndsiZc2TMDhkzk0zj66zKOzo6OpSbmyvp3Ei1jo4OSZR3AAAAYGwalYnLLpdrNP4zkijviBaGkZth\n6L05MmaGjNkhZ86RMTtkzEwy5cvqmeTm5urs2bPKzc1Ve3u7cnJyJFHegeSTLLMXkbjIGKKNjAHO\nWJV39BduVFZWas+ePeFyDco7EhfDyM0w9N4cGTNDxuyQM+fImB0yZiblyzuuuOIK1dTUyOfzKT8/\nX6tWrQoXeVDekZi4ccAM8z3NkTEzZMwOOXOOjNkhY2aGm1P8pz/9Sfv375ckzZ49W3/xF38R66UZ\no7wjRfAiN8M/JubImBkyZoecOUfG7JAxMxduir/88kvdeuutGjdunBYsWCBJ2r17t/x+vzZv3qzC\nwsJ4LXVEEV0d/c4772j37t1yuVyaPHmyqqurFQgERq3YAwAAAGPHww8/rHvuuUf33XffgOMvvPCC\nfvrTn+o///M/47SykVmfKfb5fPrNb36jBx98UGlpadq4caNmzJih1tbWUSv2GA7lHeYYRm6Goffm\nyJgZMmaHnDlHxuyQMTMXlneUlpbqk08+GfKx06dP18GDB2O1NGMRnSkOhUIKBAJyuVwKBALKy8tT\nfX39qBV7DIfyDnN8HGSGoffmyJgZMmaHnDlHxuyQMTMXjq87/1KKBx98UM8880z460S/Ic96U+z1\nerVw4UI9+eSTSk9PV2lpqUpLSy9a7FFSUhL+/v5RbG63e9hiDwAAAIwdOTk5OnLkiHJzc9XQ0BA+\n/vnnnysjIyOOKxuZ9aa4q6tLzc3Nevjhh5WZmamamhp99NFHgx4XabEH5R2jg2HkZhh6b46MmSFj\ndsiZc2TMDhkzc2G+7r//fl133XUKhUIDzhpv2bJFjz32WKyXZ8T6lfLpp59q/Pjx4aKNmTNn6vPP\nPx/VYg+J8g7EV6J/1IOxj4wh2sgYYumWW27R0aNHVV9fL0l64okntHbtWq1duzbOKxuZ9aY4Pz9f\nR48eVSAQUFpamj799FMVFxcrIyNj1Io9JMo7RgvDyM0w9N4cGTNDxuyQM+fImB0yZubC8o4f//jH\ncrvdeuihhyRJr776qu6//3795je/idcSHbPeFJeUlGjWrFl6/vnn5Xa7VVRUpAULFsjv92vjxo1q\nbGwMF3tIUmFhoWbPnq3169fL4/GoqqoqfGlFVVXVgJFsM2bMCP8cr9c74MxxP+YumklLS+P3ZaG3\nt5ffm0NkzA4ZM0POzJExM2QsMu+///6Ay2mvu+46XXXVVXFckXMRXWh03XXX6brrrhtwLDs7W6tX\nrx7y8YsWLdKiRYsGHZ8yZYoeeOCBSJYCAACAOEtPT9eBAwf0rW99S5LU3Nw8Zq7RjmhT3N3drS1b\ntujkyZNyuVyqrq7WhAkTKO8AAABIQU8++aRuvPFGffOb35TL5dLhw4f129/+Nt7LciSimue6ujpN\nmzZN8+fPV19fnwKBgOrr6ynvSEAMIzfD0HtzZMwMGbNDzpwjY3bImJkLyzskKRAIqLm5WaFQSGVl\nZQk/iq2f9Zni7u5uHTlyRH/5l38p6dwIE4/Ho6amJso7EhDDyM0w9N4cGTNDxuyQM+fImB0yZubC\nSyP8fr9+/etfh6dPVFZWau3atRo3blw8lmfEelN85swZZWdna/PmzTpx4oSmTJmiZcuWUd4BAACQ\nou6//355PB6tW7dOUopMnwgGgzp+/Hj4sodt27YNaC7pR3lHYmAYuRmG3psjY2bImB1y5hwZs0PG\nzFyYr5ScPtE/Kq3/soeZM2eqoaGB8g4kFYbeI9rIGKKNjCGWUnL6RG5urvLz8/XVV19p4sSJOnTo\nkAoLC1VYWEh5RwJiGLkZht6bI2NmyJgdcuYcGbNDxsxcWN6RstMnTpw4oS1btqivr0/jx4/Xrbfe\nqmAwqI0bN8rn84XLO7KysiSdG8m2e/dueTyeiEeyUd5hhhsHzKSnp2vSpEnkzAAZM0PG7JAz58iY\nHTJmpj9n5xur0yci2hTHEy9yM7zIzfCPiTkyZoaM2SFnzpExO2TMzIWb4u7ubj377LN6++23JUnf\n//73df/994c7KxJZxFffB4NBbdiwQV6vV3fccYe6uroo7wAAAEhBa9asUW5urn7yk59IOjd9Ys2a\nNfqv//qvOK9sZBFvit99911NmjQpfP1NQ0ODLr/88nB5R319fbi8Y//+/Vq7du2g8o6tW7equro6\nXN5x8ODBEcs70tPTuaPWgNvtDl/GgpG5XC51dnaSMwNkzAwZs0POnCNjdsiYmQunjH300Ufav39/\n+OvrrrtOs2fPjvWyrET0Kmlra1NLS4sWLVqkd955R5Io70hQfBxkhqH35siYGTJmh5w5R8bskDEz\nF06WmDlzpvbt26c5c+ZIkvbu3TtoYEKiimhTvH37di1dunTAXZqUdwAAAKSmY8eOaf78+brqqqvk\ncrm0Z88effvb3w6P0n3jjTfivMLhWW+KDxw4oJycHBUVFenQoUPDPo7yjsTAMHIzDL03R8bMkDE7\n5Mw5MmYqxK1TAAAgAElEQVSHjJm5MF/r16+P00oiZ/1KOXLkiJqbm9XS0qLe3l75/X7V1tZS3oGk\nwtB7RBsZQ7SRMcRSeXl5vJdgzXpTvGTJEi1ZskSSdPjwYe3atUu33XabduzYQXlHAmIYuRmG3psj\nY2bImB1y5hwZs0PGzFxY3jGWjfpnKpWVldq4caMaGxvD5R2SVFhYqNmzZ2v9+vXyeDyqqqoKX1pR\nVVU1YCTbjBkzwv+9/jrpCzF30UxaWhq/Lwu9vb383hwiY3bImBlyZo6MmSFjqYvyjhTB3bRmGHpv\njoyZIWN2yJlzZMwOGTMzVKPdWOWO9wIAAACAeLM+U9zW1qa6ujp1dHTI5XKpvLxcFRUVMWm06+7u\nVnd3t8boSe64cLvdCgaD8V7GmOFyuZSRkaGenh5y5hAZM0PG7JAz58iYHTJmxuVyqaCgIN7LGBXW\n1xS73W7deOONKioqkt/v14YNG1RaWqoPP/ww6o12lHeY4+MgMwy9N0fGzJAxO+TMOTJmh4yZSabx\nddaXT+Tl5amoqEjSuTs1J06cKJ/Pp6amJs2bN0/Sn9vpJA3baNfe3j5kox0AAAAQK6NyTfHp06d1\n4sQJlZSUXLTR7vwpEv3ziS88TqMdAAAAYi3ikWx+v181NTVavny5xo0bN+jv49VoFwqF5PP5kvo6\nKrfbrby8PEe/Yxp6zNAEZY6MmSFjdsiZc2TMDhkzk0z5iuiZ9PX1qaamRnPnztUVV1whSQnTaNfR\n0aH33ntPr7zySiRPMaE98sgjKikpGfLNCEZHsgwkR+IiY4g2MgY4E9Gm+LXXXtOkSZNUUVERPlZW\nVpYQjXbBYFDt7e06ePBgJE8xoXV1denMmTNyu0e+CoaGHjM0QZkjY2bImB1y5hwZs0PGzNBoJ+nI\nkSPau3evCgsL9dxzz0mSrr/+el1zzTU02sVQX1+f+vr6RnwcDT12aIJyjozZIWNmyJk5MmaGjKUu\n603xpZdeqp///OdD/t3q1auHPL5o0SItWrRo0PEpU6bogQcesF0KAAAAEJGEuTq6paVF27ZtUygU\nUnl5uSorK4d9bHd3t9LT0y96cXcqfFTkcrnU09OjjIyMER87VmcuBgKBIT8piDaXy6XOzs4Rc4Y/\nc7vdysrKivcyxgwyZoecOUfG7JAxM5EOVEgkCfEqCQaDev3117V69Wrl5eVpw4YNKisrG7ZLm/KO\nc0KhkDIyMnTLLbfEeylRs2nTprht6Ds7O2Pyc5y+sUl0DLw3Q7GCHXLmHBmzQ8bMJNOkjoTYFB87\ndkwTJkwI1wTOmTNHzc3Nw26KkTqSfdMvSVu2bIn3EgAASHmjUt4RKQo8kMp6enrivYRRcbEzK8ny\nHAEAySshzhRfjG15RzAY1MKFC5N6TnH/DGiMbalwNnzTpk3xXkJU+f1+43nhgUBAX3zxRZRWNPps\nnmM0RPNj7UR5jqPlwowl2/Mbymg8x0S/dKKnpyeh/v1PpuvVE+KZ5OXlqa2tLfz1+QUeQ5V3TJ06\nVbfffnvSzMWL1Pvvvx/vJURVPJ6fz+fTBx98oAULFsTkRr9k//8Qg8U6Y0g9ZAyx4PP59MYbbyRF\nzhJiU1xcXKxTp07pzJkzys3N1b59+7Ry5UpJg8s7WltbVVdXp7Nnz475Xz4S19mzZ/XWW2+prKyM\nnCEqyBiijYwhFpIpZwmxKXa73VqxYoVeeeUVhUIhzZ8/P3yT3XDlHQAAAMBoSYhNsaRBTXYAAABA\nrCTE9AkAAAAgnjyPP/744/FehIn+wopp06Yl/V20iB9yhmgjY4g2MoZYSKacuUKhUCjeiwAAAADi\nicsnAAAAkPLYFAMAACDlsSkGAABAymNTDAAAgJTHphgAAAApj00xAAAAUh6bYgAAAKQ8NsUAAABI\neWyKAQAAkPLYFAMAACDlsSkGAABAymNTDAAAgJTHphgAAAApj00xAAAAUh6bYgAAAKQ8NsUAAABI\neWyKAQAAkPLYFAMAACDlsSkGAABAymNTDAAAgJSXNtIDXnvtNR04cEA5OTl64IEHBvzdrl27tGPH\nDj322GPKzs6WJNXX16uxsVFut1vLli3T9OnTJUlffPGFNm/erN7eXs2YMUPLly+XJPX29qqurk7H\njx9Xdna2Vq5cqYKCgtF+ngAAAMCwRjxTPG/ePN11112Djre1temTTz4ZsIFtbW3V/v37tXbtWt15\n553aunWrQqGQJGnr1q2qrq7WunXr9PXXX+vgwYOSpMbGRmVlZWndunWqqKjQzp07R+u5AQAAAI6M\nuCmeOnWqsrKyBh3fvn27brjhhgHHmpqaNGfOHHk8Ho0fP14TJkzQsWPH1N7eLr/fr+LiYknS3Llz\n1dTUFP6eefPmSZJmzZqlQ4cORfykAAAAABNW1xQ3NTXJ6/Vq8uTJA463t7fL6/WGv87Ly5PP5xt0\n3Ov1yufzDfoet9utzMxMdXZ22iwLAAAAsDLiNcUXCgQCqq+v19133x2N9YQvt+jn8/l09uzZAcdy\nc3MHbLIBAACASBhvik+dOqUzZ87o2WeflXRu0/r888/r3nvvVV5entra2sKP9fl88nq94TPGFx6X\n/nw22ev1KhgMyu/3h2/ak6QPPvhAb7311oA1XHvttVq8eLHp0gEAAIAhOdoUn3/2dvLkyXr00UfD\nXz/11FO67777lJWVpbKyMtXW1mrhwoVqb2/XqVOnVFxcLJfLpXHjxuno0aMqLi7Wnj17dPXVV0uS\nysrK9OGHH6qkpET79+/XZZddNuBnL1iwQGVlZQOO5ebm6vTp0+rt7bV+4qlm3Lhx8vv98V7GmJGW\nlqbx48eTMwNkzAwZs0POnCNjdsiYmf6cJYMRN8WbNm3S4cOH1dXVpSeeeEKLFy/W/PnzBzymf9Nc\nWFio2bNna/369fJ4PKqqqpLL5ZIkVVVVDRjJNmPGDElSeXm5amtr9fTTTysrK0srV64c8N/2er1D\nXirR2tqqQCBg96xTUFpaGr8vC729vfzeHCJjdsiYGXJmjoyZIWOpyxW68CLeMYJNsZmsrCx1dXXF\nexljRnp6uiZNmkTODJAxM2TMDjlzjozZIWNm+nOWDEbcFA9V3rFjxw4dOHBAHo9Hl1xyiaqrq5WZ\nmSkpNuUd3d3d6u7uHnRTHobndrsVDAbjvYwxw+VyKSMjQz09PeTMITJmhozZIWfOkTE7ZMyMy+VK\nmtK1ES+fmDdvnr773e+qrq4ufKy0tFRLliyR2+3Wzp071dDQoCVLlujkyZPh8g6fz6eXX35Z69at\nk8vlCpd3FBcX69VXX9XBgwc1ffr0AeUd+/bt086dO7Vq1aqLrikzM1Pt7e288zXAO18z6enpKigo\nUEdHBzlziIyZIWN2yJlzZMwOGTOTnp4e7yWMGqvyjtLSUrnd5761pKQkPFmiubmZ8g4AAACMOVbl\nHedrbGwM3zRHeQcAAADGIuM5xed7++235fF4dOWVV47WehyXd6SlXXzpwWBQHR0dg743meTn5ysz\nMzN81v5iPB5PUn3EEW39+RopZ/gzMmaGjNkhZ86RMTtkzEwy5cv6mTQ2NqqlpUWrV68OHxuupCMe\n5R0dHR3atm2bfvWrX9k+xYT3r//6r7rmmmvCNzli9CXL7EUkLjKGaCNjgDPG5R2S1NLSol27dmnN\nmjUD3iH0l3dUVFTEvbyjr68v6e+2DYVCamtrU3t7+4iPZRi5GYbemyNjZsiYHXLmHBmzQ8bMpHx5\nR319vfr6+vTyyy9LOnez3U033UR5R4yFQiH19fWpr69vxMcyjNwOQ++dI2N2yJgZcmaOjJkhY6lr\nxE3xhZtUSYMa7c63aNEiLVq0aNDxKVOmhOccD1hAWpp+8IMfjLQMAAAAIGpG3BQPVd7R1dWljRs3\nqq2tTQUFBVq1alXMyzvS09MvenF3KnxU1D+Y3ePxjPhYt9s9aLQehudyudTZ2TlizvBnZMwMGbND\nzpwjY3bImJn+KwKSgVV5R0NDgy6//HJVVlaqoaFB9fX1Wrp0KeUdMRYKhdTT0+PosQwjN8PQe3Nk\nzAwZs0POnCNjdsiYmWSa1GFV3nF+4cb5RRyUdwAAAGAssirv6OjoUG5urqRzI9U6OjokUd4BAACA\nsWlULjIazetJRqu8w8lEhrHO5XLJ4/FQ3hEFDL03R8bMkDE75Mw5MmaHjJlJpnxZPZPc3FydPXtW\nubm5am9vV05OjqTEK+9Ipou/h+JyucKtdoiOZJm9iMRFxhBtZAxwxqq8o79wo7KyUnv27AmXa1De\nEVuUd0QPQ+/NkTEzZMwOOXOOjNkhY2ZSvryjsrJSNTU1amxsVH5+fnhaBOUdsUV5R/Qx9N45MmaH\njJkhZ+bImBkyFjmv16tQKDTkJ/ahUMjRybx4sCrvkKTVq1cPeZzyDgAAgNR1/iWzY0lEV0e/8847\n2r17t1wulyZPnqzq6moFAoFRK/YYDuUd51DeET0MvTdHxsyQMTvkzDkyZoeMmRnu/q26ujq9/fbb\nks6dML3ttttiuSwr1q8Sn8+nd999Vw8++KDS0tK0ceNG7du3T62traNW7DEcyjvOobwjehh6b46M\nmSFjdsiZc2TMDhkzM9SkjoceekgHDx7UX/3VX0mSnn/+ef3pT3/SM888E+vlGbGaU9wvFAopEAio\nr69PgUBAeXl5o1rsAQAAgLHlD3/4g7Zu3ap77rlH99xzj7Zv364//vGP8V7WiKzPFHu9Xi1cuFBP\nPvmk0tPTVVpaqtLS0osWe5SUlIS/v38Um9vtHrbYAwAAAGPLpZdeqi+//FJFRUWSpOPHj+ub3/xm\nnFc1MutNcVdXl5qbm/Xwww8rMzNTNTU1+uijjwY9LtJZwZR3DI/yjuhh6L05MmaGjNkhZ86RMTtk\nzMxQ+UpPT9fs2bPDnRJ/+tOf9L3vfU9r1qyRJL344osxXaNT1q+UTz/9VOPHjw8XbcycOVOff/75\nqBZ7SJR3XAzlHdGXLLMXkbjIGKKNjCHWfvjDH+qHP/xh+Os777wzjqtxznpTnJ+fr6NHjyoQCCgt\nLU2ffvqpiouLlZGRMWrFHhLlHRdDeUf0MPTeHBkzQ8bskDPnyJgdMmZmqPKO2267TYFAQM3NzXK5\nXCorKxsTn1hYr7CkpESzZs3S888/L7fbraKiIi1YsEB+v18bN24clWIPifKOi6G8I/oYeu8cGbND\nxsyQM3NkzAwZi9xHH32klStXatKkSdq3b5/mzJmjX/3qVyovL4/30i4qom37ddddp+uuu27Asezs\n7FEr9gAAAMDY8tBDD+nll19WRUWFysvLtWXLFt1+++1688034720i4poU9zd3a0tW7bo5MmTcrlc\nqq6u1oQJEyjviBHKO6KHoffmyJgZMmaHnDlHxuyQMTND3b/V1tamiooKSec+1Z4wYUJ4Glkii+hV\n8vvf/14zZszQD37wg/Cs4vr6eso7YoTyjuhh6L05MmaGjNkhZ86RMTtkzMxQkzr6+vrU29urtLQ0\nBYNB1dTUaOLEiXFYnRnr8o7u7m4dOXJE8+fPl3RuhElmZiblHQAAACns4Ycf1oEDBySdu0R2+/bt\neumll+K7KAeszxSfOXNG2dnZ2rx5s06cOKEpU6Zo2bJllHcAAACksL/5m78J//n3v/99HFdixnpT\nHAwGdfz4ca1YsULFxcXatm2bGhoaBj2O8o7oobwjehh6b46MmSFjdsiZc2TMDhkzM1S+nnvuOf3T\nP/2TcnNz9eKLL+qqq67S7373O/3t3/5tHFboXEQ1z16vN3zZw8yZM9XQ0EB5RwxR3hF9DL1HtJEx\nRBsZQ6z98pe/1P/93//pxIkTeuCBB/T2229rw4YNybspzs3NVX5+vr766itNnDhRhw4dUmFhoQoL\nCynviBHKO6KHoffmyJgZMmaHnDlHxuyQMTNDlXcUFhYqPz9fEydO1JkzZyRpTNzsGdFnKsuXL1dt\nba36+vo0fvx43XrrrQoGg5R3xAjlHdHH0HvnyJgdMmaGnJkjY2bIWOSuvvpqVVVV6c4771RHR4d+\n9rOfXXSqWKKIaFP8jW98Qz/60Y8GHae8AwAAIDX1D1d46623dOONN+ob3/iG/uEf/iHeyxpRxFff\nB4NBbdiwQV6vV3fccYe6urqiXt4BAACAxPSb3/wm3kuwEvGm+N1339WkSZPC1980NDREvbyDRrtz\naLSLHpqgzJExM2TMDjlzjozZIWNmhhpq8Itf/OKi3/Pzn/88WsuJSESvkra2NrW0tGjRokV65513\nJElNTU1as2aNpHNFHC+99JKWLl06bHlHfn7+kOUdNNqNjEa76KEJyhwZM0PG7JAz58iYHTJmZqjx\ndXl5eXFYSeQi2hRv375dS5cuHXCXJuUdAAAAqeuRRx6J9xKsWG+KDxw4oJycHBUVFenQoUPDPo7y\njuihvCN6GHpvjoyZIWN2yJlzZMwOGTOTTPmyfiZHjhxRc3OzWlpa1NvbK7/fr9raWso7Yojyjuhj\n6D2ijYwh2sgY4Iz1pnjJkiVasmSJJOnw4cPatWuXbrvtNu3YsYPyjhihvCN6GHpvjoyZIWN2yJlz\nZMwOGTMzVHnHWDXq57wrKysp74gRyjuij6H3zpExO2TMDDkzR8bMkLHUNSqb4mnTpmnatGmSpOzs\nbMo7Yqinp0cZGRkjPm4s30nr9DkCAADYst4Ut7W1qa6uLnztbnl5uSoqKijviLGMjAzdcsst8V5G\nVG3ZsiXeSwAAAEnOelPsdrt14403qqioSH6/Xxs2bFBpaak+/PBDyjtiJNlvJDxfrAepM/TeHAPv\nzZAxO+TMOTJmh4yZSaa9iPWrJC8vLzycedy4cZo4caJ8Ph/lHTGU7DcSni/Wl38w9N4cA+/NkDE7\n5Mw5MmaHjJlJpvF1Iw+4deD06dM6ceKESkpKLlrecf4Nc/2j2C48TnkHAAAAYi3iz1P8fr9qamq0\nfPlyjRs3btDfU94RPcn0kcVIYv1OlKH35hh4b4aM2SFnzpExO2TMTDLlK6Jn0tfXp5qaGs2dO1dX\nXHGFJFHeEUPJ/vz69fT0xPxnBgKBmH181tvbq0svvTQmPwuJJ1nmeyJxkTHAmYg2xa+99pomTZqk\nioqK8LGysjLKO2Ik2Z9fv2SfsLFlyxa1trbGexkRY+C9GYoV7JAz58iYHTJmhvIOnat53rt3rwoL\nC/Xcc89Jkq6//npdc801lHfESKpsilNBMmSZgfd2KFYwQ87MkTEzZCx1WW+KL730Uv385z8f8u8o\n7wCcS5ZykotdbpIszxEAkLwS5urolpYWbdu2TaFQSOXl5aqsrIz3koCYSPbLQyQKWAAAiS8hNsXB\nYFCvv/66Vq9erby8PG3YsEFlZWWaNGnSkI+nvOOcVLnRDmNfKpwpDgQCQ17qNRyKFexQrOAcGbND\nxswk014kIV4lx44d04QJE1RQUCBJmjNnjpqbm4fdFFPecQ7XFGOsSIWz4Zs2bTKeWNLZ2Rml1Yy+\nRHljQ7GCc5R32CFjZpJpfF1CbIqHKvA4duxYHFcEAGaSfeO/adOmeC9BUnTbLRNl4w8gPhJiU3wx\nkZR3FBQU6Fvf+lY0lxdX2dnZ8V4CgBSR7Jt+KXE2/qMlEAjoiy++GHDM7/cPWbSVTCJ9jol+lrin\npyfcAZEIkunSHFcoAT6D//zzz/Xmm2/qr//6ryVJ9fX1crlcqqys1BtvvDGovGPq1Km6/fbbja7f\nA0z4fD598MEHWrBgATlDVJAxRBsZQywkU84SYntfXFysU6dO6cyZM8rNzdW+ffu0cuVKSYPLO1pb\nW1VXV6ezZ8+O+V8+EtfZs2f11ltvqaysjJwhKsgYoo2MIRaSKWcJsSl2u91asWKFXnnlFYVCIc2f\nPz98k91w5R0AAADAaEmITbGkQU12AAAAQKy4470AAAAAIN48jz/++OPxXoSJUCikjIwMTZs2Lenv\noEX8kDNEGxlDtJExxEIy5Swhpk8AAAAA8cTlEwAAAEh5bIoBAACQ8tgUAwAAIOWxKQYAAEDKY1MM\nAACAlMemGAAAACmPTTEAAABSHptiAAAApDw2xQAAAEh5bIoBAACQ8tgUAwAAIOWxKQYAAEDKY1MM\nAACAlMemGAAAACmPTTEAAABSHptiAAAApDw2xQAAAEh5bIoBAACQ8tgUAwAAIOWxKQYAAEDKSxvp\nAa+99poOHDignJwcPfDAAwP+bteuXdqxY4cee+wxZWdnS5Lq6+vV2Ngot9utZcuWafr06ZKkL774\nQps3b1Zvb69mzJih5cuXS5J6e3tVV1en48ePKzs7WytXrlRBQcFoP08AAABgWCOeKZ43b57uuuuu\nQcfb2tr0ySefDNjAtra2av/+/Vq7dq3uvPNObd26VaFQSJK0detWVVdXa926dfr666918OBBSVJj\nY6OysrK0bt06VVRUaOfOnaP13AAAAABHRtwUT506VVlZWYOOb9++XTfccMOAY01NTZozZ448Ho/G\njx+vCRMm6NixY2pvb5ff71dxcbEkae7cuWpqagp/z7x58yRJs2bN0qFDhyJ+UgAAAIAJq2uKm5qa\n5PV6NXny5AHH29vb5fV6w1/n5eXJ5/MNOu71euXz+QZ9j9vtVmZmpjo7O22WBQAAAFgZ8ZriCwUC\nAdXX1+vuu++OxnrCl1v08/l8Onv27IBjubm5AzbZAAAAQCSMN8WnTp3SmTNn9Oyzz0o6t2l9/vnn\nde+99yovL09tbW3hx/p8Pnm93vAZ4wuPS38+m+z1ehUMBuX3+8M37UnSBx98oLfeemvAGq699lot\nXrzYdOkAAADAkBxtis8/ezt58mQ9+uij4a+feuop3XfffcrKylJZWZlqa2u1cOFCtbe369SpUyou\nLpbL5dK4ceN09OhRFRcXa8+ePbr66qslSWVlZfrwww9VUlKi/fv367LLLhvwsxcsWKCysrIBx3Jz\nc3X69Gn19vZaP/FUM27cOPn9/ngvY8xIS0vT+PHjyZkBMmaGjNkhZ86RMTtkzEx/zpLBiJviTZs2\n6fDhw+rq6tITTzyhxYsXa/78+QMe079pLiws1OzZs7V+/Xp5PB5VVVXJ5XJJkqqqqgaMZJsxY4Yk\nqby8XLW1tXr66aeVlZWllStXDvhve73eIS+VaG1tVSAQsHvWKSgtLY3fl4Xe3l5+bw6RMTtkzAw5\nM0fGzJCx1OUKXXgR7xjBpthMVlaWurq64r2MMSM9PV2TJk0iZwbImBkyZoecOUfG7JAxM/05SwZW\n5R07duzQgQMH5PF4dMkll6i6ulqZmZmSKO8AAADA2DPimeLPPvtMGRkZqqurC2+KP/nkE1122WVy\nu93auXOnXC6XlixZopMnT6q2tlb33nuvfD6fXn75Za1bt04ul0svvPCCVqxYoeLiYr366quqqKjQ\n9OnT9d577+nLL7/UTTfdpH379unjjz/WqlWrLrro7u5udXd3D5pUgeG53W4Fg8F4L2PMcLlcysjI\nUE9PDzlziIyZIWN2yJlzZMwOGTPjcrmS5mTmiGeKp06dqjNnzgw4VlpaGv5zSUmJPv74Y0lSc3Pz\nkOUd+fn5Q5Z3TJ8+XU1NTeFJErNmzdLrr78+4qIzMzPV3t7Ox0EG+DjITHp6ugoKCtTR0UHOHCJj\nZsiYHXLmHBmzQ8bMpKenx3sJo8aqvON8jY2N4ZvmKO8AAADAWGQ8p/h8b7/9tjwej6688srRWo/j\n8o60tIiWnnI8Hk9SvZuLtv58kTPnyJgZMmaHnDlHxuyQMTPJlC/rZ9LY2KiWlhatXr06fGy4kg7K\nOzBWJcvsRSQuMoZoI2OAM8blHZLU0tKiXbt2ac2aNQPeIfSXd1RUVFDekWAYRm6GoffmyJgZMmaH\nnDlHxuyQMTPJVN4x4vSJ88s7cnJytHjxYtXX16uvr09ZWVmSzt1sd9NNN0k6N5Jt9+7d8ng8jkey\n1dbW6sSJE+HyDie/XOYumuHGATPM9zRHxsyQMTvkzDkyZoeMmRlqTrHX61UoFJLL5VJnZ6eysrLC\nZW4dHR3q6+uLx1JHRHlHiuBFboZ/TMyRMTNkzA45c46M2SFjZkYq7ygvL9fu3buH/TqRWJV3dHV1\naePGjWpra1NBQYFWrVpFeQcAAAAG6e3tDV9um8hv0EbcFM+bN0/f/e53VVdXFz7W0NCgyy+/XJWV\nlWpoaFB9fb2WLl2qkydPav/+/Vq7du2g8o6tW7equro6XN5x8OBBTZ8+XY2NjcrKytK6deu0b98+\n7dy501F5R3p6elLd8Rhtbrc7fLkLRtb/kQ85c46MmSFjdsiZc2TMDhkz039ZxHAWLVqklStXavny\n5aqvr9esWbNitDJzVuUdTU1NWrNmjaRzRRwvvfSSli5dSnlHAuPjIDMMvTdHxsyQMTvkzDkyZoeM\nmRlpfN2//du/6T/+4z+0d+9effvb39aPf/zjGK3MnNVbx46ODuXm5ko6N1Kto6ND0rkijpKSkvDj\n+setud1u4/KO88eyAQAAYGz47LPPBny9bNkyLVu2TFOnTo3TipwZlc9TRjp1boLyjuhgGLkZht6b\nI2NmyJgdcuYcGbNDxswMla+bb745PH2io6NDhw8f1owZM9TU1BSHFTpn9UrJzc3V2bNnlZubq/b2\nduXk5EiivAPJJ1lmLyJxkTFEGxlDrH300UcDvn7vvff0zDPPxGk1zlmVd/QXblRWVmrPnj3hcg3K\nOxIXw8jNMPTeHBkzQ8bskDPnyJgdMmbGSXnHd77znYQdw3Y+q/KOK664QjU1NfL5fMrPz9eqVavC\nd2pS3pGYuHHADPM9zZExM2TMDjlzjozZIWNmhptT/NVXX+l///d/5XK5VFFRoc7OTpWUlIzqJbej\njfKOFMGL3Az/mJgjY2bImB1y5hwZs0PGzAy1KX7zzTd1zz336JprrtGOHTs0a9Ys/eM//qOWLl0a\np1U6w9X3AAAAGDWPPfaY/vjHP6q0tFTl5eXatm2brr/++uTeFL/zzjvavXu3XC6XJk+erOrqagUC\ngY4HakUAACAASURBVFFruxsO5R3mGEZuhqH35siYGTJmh5w5R8bskDEzQ10O4ff7VVpaKuncfWlZ\nWVnq6emJ9dKMWb9KfD6f3n33XT344INKS0vTxo0btW/fPrW2to5a291wKO8wx8dBZhh6b46MmSFj\ndsiZc2TMDhkzM9T4uv43ZNnZ2QoEAvrlL38Z3iQnMnck3xwKhRQIBNTX16dAIKC8vDw1NTVp3rx5\nkv7cXCdp2La79vb2IdvuAAAAMPb88z//s44dOyZJ+t73vqeenh69+OKLcV7VyKzPFHu9Xi1cuFBP\nPvmk0tPTVVpaqtLS0lFtuwMAAMDYctNNN4X/vGHDhjiuxIz1prirq0vNzc16+OGHlZmZqZqamkHD\nmqXI2+5otBsdNPSYoQnKHBkzQ8bskDPnyJgdMmZmqHxdfvnlgzouJOnQoUOxWJI161fKp59+qvHj\nx4fb52bOnKnPP/98VNvuJBrtEF80QSHayBiijYwh1t5///3wn/1+v/77v/9bhw8fjt+CHLLeFOfn\n5+vo0aMKBAJKS0vTp59+quLiYmVkZIxa251Eo91ooaHHDE1Q5siYGTJmh5w5R8bskDEzQzXaXXLJ\nJQO+/tGPfqT58+fr//2//xfLpRmz3hSXlJRo1qxZev755+V2u1VUVKQFCxbI7/dr48aNamxsDLfd\nSVJhYaFmz56t9evXy+PxqKqqKnxpRVVV1YCRbDNmzAj/HK/XO+DMcT+GkZtJS0vj92Wht7eX35tD\nZMwOGTNDzsyRMTNkLHK//e1vw38OBoPau3fvmLgkhUa7FMGIGTM0QZkjY2bImB1y5hwZs0PGzAzV\naLdu3brwn/1+v9599129+OKLmj9/fqyXZySiTXF3d7e2bNmikydPyuVyqbq6WhMmTIhJeUd3d/eQ\nF3FjaG63W8FgMN7LGDNcLpcyMjLU09NDzhwiY2bImB1y5hwZs0PGzLhcLhUUFFz0MZ2dnbrtttu0\nbdu2GK3KTkS3pP7+97/XjBkz9IMf/CA8q7i+vp7yjgTEO18zDL03R8bMkDE75Mw5MmaHjJlxcllE\nZ2enPvnkkxisJjLW5R3d3d06cuRI+FS4x+NRZmYm5R0AAAAp7PLLL9dll12myy67TNOmTdOcOXP0\nd3/3d/Fe1oiszxSfOXNG2dnZ2rx5s06cOKEpU6Zo2bJllHcAAACksPNHsqWlpQ05MCERWW+Kg8Gg\njh8/rhUrVqi4uFjbtm1TQ0PDoMdR3pEYGEZuhqH35siYGTJmh5w5R8bskDEzQ+Wrvb19wNenT5+W\nJE2dOlXHjx9XUVFRTNZmKqKaZ6/XG77sYebMmWpoaEio8o5UuLEg0jcduDiG3iPayBiijYwh1m6+\n+WaFQqEBe5RQKKS9e/fqJz/5iWpqauK4uuFZb4pzc3OVn5+vr776ShMnTtShQ4dUWFiowsLChCjv\nCAaD6uvrS+o7SF0ul9LS0uR2j3xpOMPIzTD03hwZM0PG7JAz58iYHTJmZqjyjo8++mjYxyfqhliK\ncPrE8uXLVVtbq76+Po0fP1633nqrgsFgwpR37NixQ88880wkTzGh/exnP9N3vvMd9fX1jfhYhpHb\nYei9c2TMDhkzQ87MkTEzZGx0/M///I8OHz484A3Z6tWr47iikUW0Kf7GN76hH/3oR4OOD/ekFy1a\npEWLFg06PmXKFD3wwAORLAUAAAAJ4K677tLhw4c1b9688KfZoVAouTfF0rnLFDZs2CCv16s77rhD\nXV1dMSnvSE9Pv+jNA6nyUdFIv4d+brdbWVlZMVhRcnC5XOrs7HT8+wUZM0XG7JAz58iYHTJmZqh7\nm3bv3q39+/ePufueIn6VvPvuu5o0aVL4+puGhgbKO2IoEAg4+j0wjNwMQ+/NkTEzZMwOOXOOjNkh\nY2aGmtQxc+ZMHT16VN/85jfjsCJ71uUdktTW1qaWlhaVl5eHj1HeAQAAkLpOnz6tOXPmaOnSpbr5\n5pvD/0t0EZ0p3r59u5YuXTrgLk3KOwAAAFLX448/Hu8lWLHeFB84cEA5OTkqKirSoUOHhn1cvMo7\nnExkSAYej8fRSDaGkZth6L05MmaGjNkhZ86RMTtkzMxQ+fr+978fh5VEzvqVcuTIETU3N6ulpUW9\nvb3y+/2qra1NmPKOjo6OMXeBtymXy6W8vDxlZ2fHeylJi6H3iDYyhmgjY4g1r9cbLu8IBALy+/3K\nyckZ1HSXaKw3xUuWLNGSJUskSYcPH9auXbt02223aceOHQlR3tHX15f0jXahUEjt7e3hS1QuhmHk\nZhh6b46MmSFjdsiZc2TMDhkzM1R5x4WXwe7YsUN/+MMfYrksK6P+mUplZWXClHekgr6+Pso7ooih\n986RMTtkzAw5M0fGzJCx0XfDDTfokUce0S9/+ct4L+WiRmVTPG3aNE2bNk2SlJ2dTXkHAABAivrF\nL34R/nMwGNTevXs1ZcqUOK7IGetNcVtbm+rq6sLX7paXl6uiooLyjhijvCM6GHpvjoyZIWN2yJlz\nZMwOGTMz1P1beXl54T/7/X51dnbqX/7lX2K5LCvWrxK3260bb7xRRUVF8vv92rBhg0pLS/Xhhx9S\n3hFDlHdEB0PvzZExM2TMDjlzjozZIWNmhprU8cgjjwz4+u///u91/fXX64033ojVsqxYl3fk5eWp\nqKhI0rmL0idOnCifz0d5BwAAACSdGwqwb98+ff755/FeyohG5fOU06dP68SJEyopKaG8AwAAIIWd\nP5ItLS1NU6dO1VNPPRXvZY0o4k2x3+9XTU2Nli9frnHjxg36e8o7oqunp0cZGRkjPm4sfxTk9/uH\nzFY0BQIBffHFFzH5WT09PeF53mMZA+/NUKxgh5w5R8bskDEzQ+VrrJ7cjOiV0tfXp5qaGs2dO1dX\nXHGFJFHeEUMul0sZGRm65ZZb4r2UqNqyZUtSP8ctW7Zo0qRJ8V4G4oRiBUQbGQOciWhT/Nprr2nS\npEmqqKgIHysrK6O8I0aS/fmlktbW1ngvIWIMvDdDsYIdcuYcGbNDxswMVd4xVkVU87x3714VFhbq\nueeekyRdf/31uuaaayjvAAwlQ5YZeG+HYgUz5MwcGTNDxlKX9ab40ksv1c9//vMh/47yDgAAAIwl\nCXP1fUtLi7Zt26ZQKKTy8nJVVlYO+1jKO5BMnN4smegudjNnIBAY8hOfVEaxgh2KFZwjY3bImJlk\nun8rIV4lwWBQr7/+ulavXq28vDxt2LBBZWVlw958RHkHkkmq3Cw5liegRAPFCnYoVnCOjNkhY2aS\naVKHdXnHaDp27JgmTJiggoICeTwezZkzR83NzfFeFoBR0tPTE+8lRJ3pjTn9Y//G0mYlFf5/BJC6\nEuJMcXt7+6ACj2PHjsVxRQBGU6qcDU/257hp06Z4LyGqZ/DiMRM9moaat54sl2sB0ZAQm+KLiaS8\nY+bMmfrxj38czeXF1dSpU+O9BAApJNnf3PDGJjlE+uZmLFw6kUilT8l0vborlADDbj///HP9//bu\nP6iqOv/j+Ovey0/5IYriICiasGhm/ppcauHbmFqplWW469aWa+U2U5vtH9tube1uO9M0Te1W02al\ntbWTTTjggtjU+qNWDbXJ1tDEQtFUAkQokAsIl1/n+4fjXfmh3HPgci/c5+MvOVzwc+68Lrzv4XPe\n7507d+qee+6RJBUUFMhmsyk9PV07duzoNrwjKSlJd955JzfuwGucTqf279+v2bNnkzN4BRmDt5Ex\nDIShlDO/KO8TEhJUU1Ojs2fPKjIyUkVFRcrMzJTUfXhHdXW18vLy1NDQMOiffPivhoYG7dq1S6mp\nqeQMXkHG4G1kDANhKOXML4piu92uRYsWaf369TIMQzNnznR3nrjU8A4AAACgv/hFUSyp2yQ7AAAA\nYKD4RUs2AAAAwJccTz/99NO+XoQZhmEoJCREEyZMGFKtc+BfyBm8jYzB28gYBsJQyplfdJ8AAAAA\nfIntEwAAAAh4FMUAAAAIeBTFAAAACHgUxQAAAAh4FMUAAAAIeBTFAAAACHgUxQAAAAh4FMUAAAAI\neBTFAAAACHgUxQAAAAh4FMUAAAAIeBTFAAAACHgUxQAAAAh4FMUAAAAIeBTFAAAACHgUxQAAAAh4\nFMUAAAAIeBTFAAAACHgUxQAAAAh4FMUAAAAIeEG9PSA/P19Hjx5VRESEHnrooU6f27t3r7Zt26bf\n/e53GjZsmCSpoKBAhYWFstvtuvnmm5WcnCxJqqio0KZNm9TW1qaUlBQtXLhQktTW1qa8vDydPn1a\nw4YNU2ZmpmJiYvr7PAEAAIBL6vVK8YwZM/SLX/yi2/G6ujodP368UwFbXV2tw4cP6+GHH9bdd9+t\nDz/8UIZhSJI+/PBDLVmyRKtXr9YPP/ygY8eOSZIKCwsVHh6u1atXKy0tTdu3b++vcwMAAAA80mtR\nnJSUpPDw8G7Ht27dqhtvvLHTseLiYl111VVyOBwaMWKEYmNjVV5ervr6erlcLiUkJEiSpk+fruLi\nYvfXzJgxQ5J05ZVX6sSJE30+KQAAAMAMS3uKi4uLFR0drTFjxnQ6Xl9fr+joaPfHUVFRcjqd3Y5H\nR0fL6XR2+xq73a6wsDCdO3fOyrIAAAAAS3rdU9xVa2urCgoKdO+993pjPe7tFhc4nU41NDR0OhYZ\nGdmpyAYAAAD6wnRRXFNTo7Nnz+r111+XdL5oXbt2rVatWqWoqCjV1dW5H+t0OhUdHe2+Ytz1uPS/\nq8nR0dHq6OiQy+Vy37QnSfv379euXbs6reH666/X3LlzzS4dAAAA6JFHRfHFV2/HjBmjxx57zP3x\nyy+/rAcffFDh4eFKTU1Vbm6urr32WtXX16umpkYJCQmy2WwKDQ1VWVmZEhISdPDgQf34xz+WJKWm\npurAgQNKTEzU4cOHNXHixE7/9+zZs5WamtrpWGRkpGpra9XW1mb5xANNaGioXC6Xr5cxaAQFBWnE\niBHkzAQyZg4Zs4aceY6MWUPGzLmQs6Gg16J448aNOnnypJqamvTiiy9q7ty5mjlzZqfHXCia4+Li\nNHXqVK1Zs0YOh0OLFy+WzWaTJC1evLhTS7aUlBRJ0qxZs5Sbm6tXXnlF4eHhyszM7PS9o6Oje9wq\nUV1drdbWVmtnHYCCgoJ4vixoa2vjefMQGbOGjJlDzswjY+aQscBlM7pu4h0kKIrNCQ8PV1NTk6+X\nMWgEBwdr9OjR5MwEMmYOGbOGnHmOjFlDxsy5kLOhoNeiuKfhHdu2bdPRo0flcDg0cuRILVmyRGFh\nYZIGZnhHc3Ozmpubu92Uh0uz2+3q6Ojw9TIGDZvNppCQELW0tJAzD5Exc8iYNeTMc2TMGjJmjs1m\nGzJD13rdPjFjxgzNmTNHeXl57mOTJk3S/PnzZbfbtX37du3evVvz589XVVWVe3iH0+nUu+++q9Wr\nV8tms7mHdyQkJOi9997TsWPHlJyc3Gl4R1FRkbZv365ly5Zddk1hYWGqr6/nna8JvPM1Jzg4WDEx\nMWpsbCRnHiJj5pAxa8iZ58iYNWTMnODgYF8vod9YGt4xadIk2e3nvzQxMdHdWeLIkSMM7wAAAMCg\nY2l4x8UKCwvdN80xvAMAAAAXq62t1VtvvaUbbrjB10u5LNN9ii/26aefyuFwaNq0af21Ho+HdwQF\n9WnpAcfhcAypP3F424V8kTPPkTFzyJg15MxzZMwaMmbOpfLV2Nio/Px8bdiwQfv27dOiRYv0xBNP\nDPDqzLH8SiksLFRJSYlWrFjhPnapIR0M78BgNVR6L8J/kTF4GxnDQMrPz1dWVpZ27typefPmadWq\nVcrNzR0Ub85MD++QpJKSEu3du1crV67sdJIXhnekpaUxvMPP0IzcHJrem0fGzCFj1pAzz5Exa8iY\nOV2HdyxdulRXX321/v3vf3eba+Hvem3JdvHwjoiICM2dO1cFBQVqb29334CXmJioW265RdL5lmxf\nfvmlHA6Hxy3ZcnNzVVlZ6R7e4cm7WvoumsPdtObQ39M8MmYOGbOGnHmOjFlDxszp2qf46NGjysrK\nUlZWlsLDw7V8+XItX75cSUlJPlylZxjeESB4kZvDLxPzyJg5ZMwacuY5MmYNGTPncsM7CgsLlZWV\npezsbMXHx2v58uV69NFHB3iFnrM0vKOpqUk5OTmqq6tTTEyMli1bxvAOP0czcnNoem8eGTOHjFlD\nzjxHxqwhY+Z4Orxjz549ev/997VmzZoBWJU1vRbFp06dUkhIiPLy8txF8fbt2xUeHq709HTt3r1b\nTU1NWrBggaqqqpSbm6tVq1Z1G97x5ptvatGiRe7hHWlpaUpOTtYXX3yhM2fO6JZbblFRUZG++eab\nXod3SFwpNot3vuZwhcU8MmYOGbOGnHmOjFlDxszp6Urx9u3btXXrVtlsNt14441asGCBj1ZnjqXh\nHRcP3Lh4EAfDOwAAAALX3//+d/3pT39Samqq/vWvf2njxo3661//6utlecTS8I7GxkZFRkZKOt9S\nrbGxURLDOwAAAALZm2++qY8//lirVq1STEyM1q5dq+zsbF8vyyP90jTOZrP1x7eRxPAOb6EZuTk0\nvTePjJlDxqwhZ54jY9aQMXN6yldERISk8zWdYRhqaWkZ6GVZYumVEhkZqYaGBkVGRqq+vt598gzv\nwFBD03t4GxmDt5ExDKSoqChVVFRo7Nixamxs1G233aY77rjD18vyiKXhHRcGbqSnp+vgwYPu4RoM\n7/BfNCM3h6b35pExc8iYNeTMc2TMGjJmTtfhHe+99577SvsTTzyhlJQUpaen+2p5plga3jF58mRl\nZ2fL6XRq+PDhWrZsmftmPIZ3+CfupjWHu7bNI2PmkDFryJnnyJg1ZMycrt0nTp061ePjGN7hRbzI\nzeFFbg6/TMwjY+aQMWvImefImDVkzJyuRfHVV18twzBks9nU2NioU6dOKTk52d11zJ/1aff9Z599\npi+//FI2m01jxozRkiVL1Nra2m+DPQAAADB4fPXVV50+/uKLL/Tqq6/6aDXmWL5S7HQ69fbbb+vX\nv/61goKClJOTo5SUFFVXV/fbYI9LYaKdeUzoMYdJUOaRMXPImDXkzHNkzBoyZo4nE+2mTZumQ4cO\nDdCKrOvTlWLDMNTa2iqbzabW1lZFRUWpoKBAK1eulHR+SMc///lPLViw4JKDPYYPH97jYI/LFcVh\nYWGqr6/nz0Em8Ocgc4KDgxUTE6PGxkZy5iEyZg4Zs4aceY6MWUPGzLlwU11dXZ2GDx/e7fONjY36\n6U9/6t5S4c8sDe+Qzg/guPbaa/XSSy/pxRdfVFhYmCZNmtSvgz0AAADg/+bMmdPp43379unBBx/U\njBkzVFNT4/cFsdSHK8VNTU06cuSIfvOb3ygsLEzZ2dnd9pFIfR/swfCO/kEzcnNoem8eGTOHjFlD\nzjxHxqwhY+ZcyNfMmTN16623Kj09XdnZ2Ro3bpxWrlyp1157TQ6Hw8er9IzlV8q3336rESNGuAdt\nTJkyRd99912/DvaQGN4B36LpPbyNjMHbyBgGwoYNG7Rjxw69+eab+v7777VgwQJNnjx50BTEUh+K\n4uHDh6usrEytra0KCgrSt99+q4SEBIWEhPTbYA+J4R39hWbk5tD03jwyZg4Zs4aceY6MWUPGzLl4\neMfcuXM1d+5c1dXVKSsrS/fee6+CgoK0cuVKPfDAAz5eae/61Kd4586dKioqkt1uV3x8vG677Ta5\nXC7l5OT0y2CPy6HvojncOGAO/T3NI2PmkDFryJnnyJg1ZMycrn2Kuzp8+LDefvtt/e1vfxvAVVnD\n8I4AwYvcHH6ZmEfGzCFj1pAzz5Exa8iYOb0VxYNJn3bfNzc3a/PmzaqqqpLNZtOSJUsUGxvL8A4A\nAAAMKn26UpyXl6cJEyZo5syZam9vV2trqwoKChje4YdoRm4OTe/NI2PmkDFryJnnyJg1ZMwcT4Z3\nDBaWrxQ3NzertLRUd9xxh6TzLUwcDoeKi4sZ3uGH+HOQOTS9N4+MmUPGrCFnniNj1pAxcy7Vvu74\n8eP6+uuvJUlTp07VFVdcMZDLssRyUXz27FkNGzZMmzZtUmVlpcaOHaubb775ssM7EhMT3V9/oRWb\n3W5neAcAAMAQ0NDQoAceeED//e9/NX36dEnSwYMHdc011+itt95yt+r1R5aL4o6ODp0+fdq97WHL\nli3avXt3t8cxvMM/0IzcHJrem0fGzCFj1pAzz5Exa8iYOV3z9dvf/lbJycnasGFDp+NPPfWUHnvs\nMb322msDuTxTLL9SoqOjFR0d7d72MGXKFO3evZvhHRhSaHoPbyNj8DYyhoG0bds2HTt2rNvxZ555\n5rJbY/2B5aI4MjJSw4cP1/fff69Ro0bpxIkTiouLU1xcHMM7/BDNyM2h6b15ZMwcMmYNOfMcGbOG\njJlz8fAOSRo1apTsdrsk6dlnn9Uf/vAH9+f8/Ya8Pv1NZeHChcrNzVV7e7tGjBih22+/XR0dHcrJ\nyVFhYaF7eIckxcXFaerUqVqzZo0cDocWL17s3lqxePHiTi3ZUlJS3P/HhSvSXdF30ZygoCCeLwva\n2tp43jxExqwhY+aQM/PImDlkrG/Cw8PV3NyssLAw5eTkuIviH374oc9bar1tSA/vcLlc7ncrQ5kn\ne5+4m9Ycmt6bR8bMIWPWkDPPkTFryJg5XYd3vPHGG3rsscdks9kUHR2tsrIySdILL7ygkSNH6v77\n7/fVUnvV56K4o6ND69atU3R0tO666y41NTUNyPAOT17kDQ0Nfv3k99UNN9ygFStWuJ/fy+FFbg6/\nTMwjY+aQMWvImefImDVkzBwm2l3k888/1+jRo937b3bv3q0rrrjCPbyjoKDAPbzj8OHDevjhh7sN\n7/jwww+1ZMkS9/COY8eO9Tq8Izg4+LJ31HZ0dKihoWFIB7ulpUUOh0Ph4eG9PtZut3v0OJxns9l0\n7ty5XnOG/yFj5pAxa8iZ58iYNWTMnJ62ROTl5amgoECSlJ6erqVLlw70sizp06ukrq5OJSUlysjI\n0GeffSZJfjW8Y5DuDDGlvb3do8Kfd77m0PTePDJmDhmzhpx5joxZQ8bM6bqF8/e//72++uor/exn\nP5MkrV27Vp999pleeOEFXyzPlD4VxVu3btWCBQs63aXJ8A4AAIDA9NFHH+ngwYPue7p++ctfatq0\naUO7KD569KgiIiIUHx+vEydOXPJxvhreEQhXiaXzz68nN9rRjNwcmt6bR8bMIWPWkDPPkTFryJg5\nXfNlt9v1ww8/uPcZV1VVDZqmB5ZfKaWlpTpy5IhKSkrU1tYml8ul3Nxcvxne0d7errNnz1o9vUEj\nLCxsyGxw90c0vYe3kTF4GxnDQPrjH/+oOXPmKCMjQzabTTt37hwUV4mlPhTF8+fP1/z58yVJJ0+e\n1N69e7V06VJt27bNL4Z3GIYREFeLm5ubVV1d3evjaEZuDk3vzSNj5pAxa8iZ58iYNWTMnK7DOzIz\nM/V///d/2rdvnwzD0PPPP68xY8b4cIWe6/e/qaSnpzO8YwAZhuHR80Azcmtoeu85MmYNGTOHnJlH\nxswhY323Z88ed/eJ1tbWwOg+ccGECRM0YcIESdKwYcO0YsWKHh+XkZGhjIyMbsfHjh2rhx56qD+W\nAgAAAB8JyO4TdXV1ysvLU2Njo2w2m2bNmqW0tLQBG94BAAAA/xKQ3SfsdrtuuukmxcfHy+Vyad26\ndZo0aZIOHDjgV8M7hjqGd3gHTe/NI2PmkDFryJnnyJg1ZMycrl3GArL7RFRUlKKioiSd35Q+atQo\nOZ1OhncMMIZ3eAdN780jY+aQMWvImefImDVkzJyu7esCsvvExWpra1VZWanExESGdwAAAASogO4+\n4XK5lJ2drYULFyo0NLTb5xne4V2ePr+D+V1vS0uLu9/1QKHpvXk0vDeHjFlDzjxHxqwhY+b0lK89\ne/bo008/lXS++8kdd9wx0MuypE+vlPb2dmVnZ2v69OmaPHmyJDG8Y4CFhobqtttu8/UyvGrz5s0+\nG1BC03t4GxmDt5ExDKRHHnlEx44dc3efeOONN/TJJ5/o1Vdf9fHKetenojg/P1+jR49WWlqa+1hq\nairDO9CvWlpaVFFR4etleJUvrob3Nxrem8NgBWvImefImDVkzJyuwzs+/vhjHT58uFP3iSlTpvhq\neab0aczzoUOHFBcXpzfeeEOSNG/ePP3kJz9heAf6VUhISEBcDR/seabhvTUMVjCHnJlHxswhY30z\nfvx4nTlzRvHx8ZKk06dPa9y4cT5elWcsF8Xjx4/Xn//85x4/x/AOAACAwBMcHKypU6e6t7n+5z//\n0XXXXefuTPbOO+/4cnmXxe57AAAA9Iv77rtP9913n/vju+++24erMcdviuKSkhJt2bJFhmFo1qxZ\nSk9Pv+RjGd6BoaalpUUhISG+XkafXK7DSWtra4/boAIZgxWsYbCC58iYNWTMnK5dsJYuXeqjlfSd\nX7xKOjo69NFHH2nFihWKiorSunXrlJqaesmOAwzvwFAz1PdNb968eVC3BfQGBitYw2AFz5Exa8iY\nOUOpfZ1fzN0rLy9XbGysYmJi5HA4dNVVV+nIkSO+XhaAftLS0uLrJXhdIJwjAAxlfnGluL6+vttU\nu/Lych+uCEB/GupXwiVp48aNph7f2to66FoNulyuHoc0DSRvXsEbCtuYAFjnF0Xx5fRlol14eLiy\nsrK8uTyfYo8Y4D8CofDfvHnzkD5Hs29s/F1Pb7z84Y2Nt/X1HAfD1gl/6m0/lGoRm+EHG2+/++47\n7dy5U/fcc48kqaCgQDabTenp6dqxY0e3iXZJSUm68847uXEHXuN0OrV//37Nnj2bnMEryBi8jYxh\nIAylnPlFeZ+QkKCamhqdPXtWkZGRKioqUmZmpqTuE+2qq6uVl5enhoaGQf/kw381NDRo165dSk1N\nJWfwCjIGbyNjGAhDKWd+URTb7XYtWrRI69evl2EYmjlzprvzxKUm2gEAAAD9xS+KYkndxjsDZzt6\n1wAACCBJREFUAAAAA8UvWrIBAAAAvuR4+umnn/b1IswwDEMhISGaMGHCkL+DFr5DzuBtZAzeRsYw\nEIZSzvxm+4Snzpw5o6KiIh06dKjXcdBAVy+99JLCwsJks9lkt9v1q1/9Sk1NTcrJyVFdXZ1iYmK0\nbNkyRUdHa+7cuSooKFBhYaHsdrtuvvlmJScnS5IqKiq0adMmtbW1KSUlRQsXLvTxmcFX8vPzdfTo\nUUVEROihhx6SpB4zFRYWJkndMnXhnolLZaqtrU15eXk6ffq0hg0bpszMTMXExPjmZOEzPeVs586d\n2r9/v7s117x589zbEC/O2bhx48gZelVXV6e8vDw1NjbKZrNp1qxZSktL8/jn2ZDImTGItLe3Gy+/\n/LJRW1trtLW1Ga+99ppRVVXl62VhEHnppZeMc+fOdTq2bds2o6CgwDAMwygoKDC2bdtmGIZhnDlz\nxnj99deNtrY2o6amxnj55ZeNjo4OwzAMY926dUZZWZlhGIaxfv16o6SkZADPAv7k5MmTRkVFhbFm\nzRr3sf7M1L59+4wPPvjAMAzDOHTokJGdnT1g5wb/0VPOduzYYezZs6fbY6uqqsgZTHM6nUZFRYVh\nGIbR3NxsvPLKK0ZVVVVA/TwbVHuKGQeN/mB0ac1dXFysGTNmSJKmT5+u4uJiSdKRI0d01VVXyeFw\naMSIEYqNjVV5ebnq6+vlcrmUkJDQ7WsQeJKSkhQeHt7pWH9m6uLvdeWVV+rEiRMDdWrwIz3l7FKK\ni4vJGUyLiopSfHy8JCk0NFSjRo2S0+kMqJ9ng2r7BOOg0R/effdd2e12zZ49W7Nnz1ZjY6MiIyMl\nnf+h0NjYKOl83hITE91fFxUVJafTKbvd3i2HTqdzYE8Cfq0/M3Xxzz273a6wsDCdO3dOw4YNG6jT\ngR/bt2+fDh48qLFjx+qmm25SWFgYOUOf1dbWqrKyUomJiQH182xQFcVAX91///3uF/X69es1atSo\nbo+x2Ww+WBmGsv7MVNe/dCBwXXPNNbr++utls9n0ySefaOvWrVqyZEm/fG9yFrhcLpeys7O1cOHC\nHm+cG8o/zwbV9omoqCjV1dW5P3Y6nQz2gClRUVGSpIiICE2ePFnl5eWKjIxUQ0ODpPPvYi/ctHLh\nXe8FF/J2qePABf2ZqYs/19HRIZfL5TdXVeBbERER7gJl9uzZ7r+ckjNY1d7eruzsbE2fPl2TJ0+W\nFFg/zwZVUXzxOOi2tjYVFRV1GgENXE5LS4tcLpf738ePH1dcXJxSU1N14MABSdLBgwfdmUpNTVVR\nUZHa2tpUW1urmpoaJSQkKCoqSqGhoSorK5NhGJ2+BoGp69WO/szUxd/r8OHDmjhx4gCeGfxJ15zV\n19e7//3NN98oLi5OEjmDdfn5+Ro9erTS0tLcxwLp55nN8Ldr170oKSnRli1b3OOgMzIyfL0kDBK1\ntbXasGGDbDabOjo6NG3aNGVkZOjcuXPKycmR0+nU8OHDtWzZMvcNLQUFBfryyy/lcDhoyYYebdy4\nUSdPnlRTU5MiIiI0d+5cTZ48WdnZ2f2Sqba2NuXm5qqyslLh4eHKzMzUiBEjfHa+8I2ecnbixAlV\nVlbKZrMpJiZGt956q3vvJzmDWaWlpXrnnXcUFxfn/gvEvHnzlJCQ0G+/I/09Z4OuKAYAAAD626Da\nPgEAAAB4A0UxAAAAAh5FMQAAAAIeRTEAAAACHkUxAAAAAh5FMQAAAAIeRTEAAAACHkUxAAAAAh5F\nMQAAAAIeRTEAAAACHkUxAAAAAh5FMQAAAAIeRTEAAAACHkUxAAAAAh5FMQAAAAIeRTEAAAACHkUx\nAAAAAh5FMQAAAAIeRTEA+Nju3bs1ZcoUXy8DAAKazTAMw9eLAAAAAHyJK8UA4EPt7e2+XgIAQBTF\nAOAVEydO1HPPPaepU6cqNjZW999/v1paWrRr1y6NGzdOzz//vOLj43Xfffe5j11QVlamO++8U3Fx\ncRo9erRWr17t/tzbb7+tK6+8UrGxsVq4cKFKS0t9cXoAMORQFAOAl7z//vvavn27jh8/riNHjuiZ\nZ56RJFVWVurs2bMqLS3VunXrJEk2m02S1NHRoVtuuUUTJ05UaWmpysvLtXz5cklSfn6+nnvuOW3a\ntEnV1dXKyMjQz3/+c9+cHAAMMRTFAOAljzzyiMaOHauYmBg9+eSTysrKkiQ5HA795S9/UXBwsEJD\nQzt9zeeff67Tp0/r+eefV1hYmEJCQnTddddJktauXasnnnhCP/rRj2S32/X444/rwIED+u677wb8\n3ABgqKEoBgAvSUxMdP87KSlJFRUVkqTRo0crODi4x68pKytTUlKS7PbuP55PnTqlRx99VCNHjtTI\nkSMVGxsrm82m8vJy75wAAASQIF8vAACGqouv4J46dUpjx46V9L+tEj0ZN26cSktL1dHR0a0wHj9+\nvJ566im2TACAF3ClGAC8ZM2aNSovL1dNTY2effZZ997gy3XCnDNnjuLj4/X444/r3Llzcrlc2rt3\nryTpwQcf1LPPPquvv/5aklRXV6eNGzd6/0QAIABQFAOAl9x111268cYblZycrJSUFD355JOSLn+l\n2G6364MPPlBJSYnGjx+vcePGKTs7W5J0++236/HHH9fy5csVExOjq6++Wlu2bBmQcwGAoY7hHQDg\nBRMnTtQ//vEP3XDDDb5eCgDAA1wpBgAAQMCjKAYAL7jcFgkAgP9h+wQAAAACHleKAQAAEPAoigEA\nABDwKIoBAAAQ8CiKAQAAEPAoigEAABDwKIoBAAAQ8P4fHi/gPE/O3/EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f503e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284492721)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_grid(\"cut\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZJSIiIiLTcDNKRERERKbhZpSIiIiITMPNKBERERGZhptRIiIiIjINN6NERERE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LAAAQ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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110579d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285347789)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_grid(\"cut\", \"clarity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_pinching_effeciency</th>\n",
       "      <th>individual</th>\n",
       "      <th>chopstick_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.55</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.24</td>\n",
       "      <td>2</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28.76</td>\n",
       "      <td>3</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31.19</td>\n",
       "      <td>4</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21.91</td>\n",
       "      <td>5</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   food_pinching_effeciency  individual  chopstick_length\n",
       "0                     19.55           1               180\n",
       "1                     27.24           2               180\n",
       "2                     28.76           3               180\n",
       "3                     31.19           4               180\n",
       "4                     21.91           5               180"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chopsticks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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uXLjAwMAAbrcbv9/PyMgIPp+PsbExMpkMDoeD6upqjh07lvucHNd+Zb29vaxf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PAAAg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\nhBBCiD7y/wEbBEYiEW2zGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a5c8b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (292115357)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    facet_grid(\"individual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UZgQAAADAexSdrhAOh7VmzRpJUjAY1OrVq5VKpd739qOjo2ppaZHP51MsFlNt\nba3GxsbKVzEAAABQxDXNyZ2YmND58+fV0NAgSXr11Vf15JNP6tChQ5qenpYkpVIpRSKR/H3C4bBs\n2y5jyQAAAMAHK3kJsZmZGfX19WnHjh0KBoPatGmTurq65PF49Morr+jll1/WPffc84GPYdu20ul0\nwTHLsuT3O76SWVn4fD5jlt+Yz4Rs3IVc3Ilc3Its3Ilc3MmUPOaVNJrLly+rr69Pra2t2rBhgyTl\nv3AmSYlEQi+88IKkhVdubdvOX9kdHh7W4OBgwWN3dXWpu7t7eaNAxcRiMadLwCLIxZ3Ixb3Ixp3I\nBZVUUpN76NAh1dXVqb29PX8slUopHA5Lkk6dOqX6+npJUjwe18DAgNrb25VKpTQ+Pp6f3pBIJBSP\nxwse27IsTUxMKJvNlmVATgoGg5qZmXG6jLLw+/2KxWJk4zLk4k7k4l5k407k4k7zuZiiaJN79uxZ\nnThxQvX19XrqqackXVku7MSJEzp//nx+C7i7775bklRfX6/m5mbt27dPPp9PO3fuzK+sEIlECubr\nzksmk0bseOL3+40Yx9Wy2awRYzItG3JxJ3JxL7JxJ3JBJRVtcm+66SY99thjC47Pr4m7mM7OTnV2\ndi6vMgAAAGCJ2PEMAAAAxqHJBQAAgHFocgEAAGAcmlwAAAAYhyYXAAAAxqHJBQAAgHE8uVwu52QB\n09PTmp6elsNllIXX69Xc3JzTZZSFx+NRVVWVZmdnycZFyMWdyMW9yMadyMWd5vc+MIXjmxSHQiGl\nUikjFlGurq7W1NSU02WURSAQUDQaVSaTIRsXIRd3Ihf3Iht3Ihd3CgQCTpdQVkxXAAAAgHFocgEA\nAGCcotMVJicndfDgQWUyGXk8Hm3cuFHt7e2amppSf3+/JicnFY1G1dPTo1AoJEkaGhrSyMiIvF6v\ntm/frqampooPBAAAAJhXtMn1er3atm2b1qxZo5mZGe3fv1+33HKLjh07psbGRnV0dOjo0aMaGhrS\n1q1bdeHCBZ08eVK9vb2ybVsHDhzQ3r175fF4rsd4AAAAgOLTFcLhsNasWSNJCgaDWr16tWzb1ujo\nqNra2iRJra2tGh0dlSSdPn1aLS0t8vl8isViqq2t1djYWAWHAAAAABS6pjm5ExMTOn/+vNauXatM\nJiPLsiRdaYQzmYwkKZVKKRKJ5O8TDodl23YZSwYAAAA+WMlLiM3MzKivr087duxQMBhc8PtSpiPY\ntq10Ol1p52gfAAAgAElEQVRwzLIs+f2Or2RWFj6fz5jlN+YzIRt3IRd3Ihf3Iht3Ihd3MiWPeSWN\n5vLly+rr61Nra6s2bNgg6Upzmk6nZVmWUqmUampqJC28cmvbdv7K7vDwsAYHBwseu6urS93d3WUZ\nDMovFos5XQIWQS7uRC7uRTbuRC6opJKa3EOHDqmurk7t7e35Y/F4XMeOHVNHR4eOHz+ueDyePz4w\nMKD29nalUimNj4+roaFBkpRIJPK3m2dZliYmJpTNZss1JscEg0HNzMw4XUZZ+P1+xWIxsnEZcnEn\ncnEvsnEncnGn+VxMUbTJPXv2rE6cOKH6+no99dRTkqQtW7borrvuUn9/v0ZGRrRq1Sr19PRIkurr\n69Xc3Kx9+/bJ5/Np586d+akMkUikYL7uvGQyacSOJ36/34hxXC2bzRoxJtOyIRd3Ihf3Iht3IhdU\nkifngk2jTWlyTdnWT7qytV9dXR3ZXGezs7OqqqpyuoySlKPWlZJLMZwv7kU27kQu7jSfiynMmmEM\nrHBVVVXatWuX02WU5PDhw06XAADA+2JbXwAAABiHJhcAAADGockFAACAcZiTCwAAgALvvPPOB/5+\n3bp116mSpXO8yZ2enlYgEDBilw2v16vq6mqnyygLj8ejixcvks11ttK+nbvcf9OVkksxnC/uRTbu\nRC7udPXutXfffbdyuZyy2axOnz6tm266SdKVpWXj8bhOnTrlVJklc/yVFQqFlEqlWELEZQKBgKLR\nqDKZDNngfS3339SUXDhf3Its3Ilc3OnqrYl/97vfSZL+5m/+Rj/4wQ+0efNmSdJvfvMbfe9733Ok\nvmvFnFwAAAAs6rXXXss3uJLU3t6u3/72tw5WVDrHr+QCAADAnZqbm/XAAw/oi1/8oiTp+eefV0tL\ni8NVlaZok3vo0CGdOXNGNTU1evjhhyVJR44c0fDwsGpqaiRd2eZ3/fr1kqShoSGNjIzI6/Vq+/bt\nampqqmD5AAAAqJTnnntO3/72t/Xd735X7777rrZs2aJvfvObTpdVkqJNbltbm26//XYdPHiw4Pgd\nd9yhO++8s+BYMpnUyZMn1dvbK9u2deDAAe3du7dgIjMAAABWhl//+td6+umndfPNN0uSnn76abW3\nt2vLli3OFlaCok3uunXr9O6775b0YKOjo2ppaZHP51MsFlNtba3Gxsa0du3aZRcKAACA6+ub3/ym\nfvGLX6ixsVGS9Oabb6qnp2dFzMtd8pzcV199VcePH9eNN96obdu25VdJuLqhDYfDsm27LIUCAADg\n+rp8+XK+wZWkW265RZcvX3awotItqcndtGmTurq65PF49Morr+jll1/WPffcU/R+tm0rnU4XHLMs\ny4g18iTJ5/MVLL+xks1nQjbX10pbSme5/6YrJZdiOF/ci2zciVzcabE8Nm3apPvvv1/33XefJOmH\nP/yhNm3adL1LW5Ilvbrmv3AmSYlEQi+88IKkhVdubdtWJBLJ/zw8PKzBwcGCx+rq6lJ3d/dSysB1\nEIvFnC7hQ+XcuXNOl3BN6urqnC7BVThf3Its3Ilc3O/JJ5/U008/rf/4j/+QJH3605/WQw895HBV\npSmpyc3lcgU/p1IphcNhSdKpU6dUX18vSYrH4xoYGFB7e7tSqZTGx8fV0NCQv18ikVA8Hi94LMuy\nNDExoWw2u6yBuEEwGNTMzIzTZZSF3+9XLBYjG3ygZDK5rPubkgvni3uRjTuRizvN53K1QCCgr3/9\n6/r617/uUFVLV7TJfemll/T2229rampKTzzxhLq7u/XWW2/p/Pnz8ng8ikajuvvuuyVJ9fX1am5u\n1r59++Tz+bRz586ClRUikUjBld15yWRyxf2ZdjF+v9+IcVwtm80aMab57SNRXst9bZh2zphyvpiW\ni0Q2bkUu7tfY2LjgYqckvfXWWw5Uc22KNrm7d+9ecOy2225739t3dnaqs7NzeVUBZRYIBLRr1y6n\nyyjq8OHDTpdQstnZWVVVVS3rMa7XNpjlqBUAPoxee+21/H9nMhm9+OKL+tOf/uRgRaUzY8Y3gOuu\nqqpqRfyPg7Sy/ucBANzkIx/5SMF///3f/70+9alPOVhR6bxOFwAAAICV4x/+4R80NzfndBlFcSUX\nAAAAi/rsZz+76Jzcp556SpL0y1/+8nqXVDKaXAAAACzq3/7t3yRJzzzzjH71q1/p6aefXjFf5KbJ\nBQAAwKI2btyo73znO3r99df113/91/r3f/93Pf/88wWrZ7kVc3IBAACwqMcff1y//OUv9Z//+Z96\n9NFH9YlPfEJf+cpXnC6rJI5fyZ2enlYgEDBiaz+v16vq6mqnyygLj8eTX1vWhGyu11JVcK9Knpum\nnS+8l7mXKdmQizstdnX29ddf18DAgHw+nyTp0Ucf1be+9a3rXdqSOP7KCoVCSqVSRiyiXF1dbUwz\nFQgEFI1GlclkjMgGqOS5adr5wnuZe5mSDbm402JzbZ9//vkFx/75n//5epSzbExXAAAAgHFocgEA\nAGCcotMVDh06pDNnzqimpkYPP/ywpCt/9uvv79fk5KSi0ah6enoUCoUkSUNDQxoZGZHX69X27dvV\n1NRU2REAAAAA71H0Sm5bW5vuvffegmNHjx5VY2OjHnnkEX3sYx/T0NCQJOnChQs6efKkent79aUv\nfUk/+clPFl1AGACup9nZ2Yo+/qVLl3Tu3LmyzC2sdK0A8GFR9EruunXr9O677xYcGx0d1f333y9J\nam1t1Q9+8ANt3bpVp0+fVktLi3w+n2KxmGprazU2Nqa1a9dWpnoAKEFVVZV27drldBklOXz4sNMl\nAIARljQnN5PJyLIsSVI4HFYmk5EkpVIpRSKR/O3C4bBs2y5DmQAAAEDpyrKEWKm7Xti2rXQ6XXDM\nsiwj1siTJJ/Pt2K2uitmPhNTsjFhiRp8eDj9PsJ7mXuZkg25uJMpecxb0mgsy1I6nZZlWUqlUqqp\nqZG08MqtbdsFV3aHh4c1ODhY8FhdXV3q7u5eShm4DmKxmNMllMW5c+ecLgEoWV1dndMlGMeU9zLT\nkAsqqaQm971fHovH4zp27Jg6Ojp0/PhxxePx/PGBgQG1t7crlUppfHxcDQ0N+fslEon8bedZlqWJ\niQlls9nljsVxwWBQMzMzTpdRFn6/X7FYzJhsgJUkmUw6+vy8l7mXKdmQizvN52KKok3uSy+9pLff\nfltTU1N64okn1N3drY6ODvX19WlkZESrVq1ST0+PJKm+vl7Nzc3at2+ffD6fdu7cWTCVIRKJFFzZ\nnZdMJo34c7Lf7zdiHFfLZrPGjQlwO6fPOd7L3Mu0bMgFlVS0yd29e/eix/fs2bPo8c7OTnV2di6v\nKgAAAGAZ2PEMAAAAxqHJBQAAgHFocgEAAGAcmlwAAAAYhyYXSzY7O+t0CYBx3HBeTU1NFb2NG+oE\ngA/i+NYW09PTCgQCRuyy4fV6VV1d7XQZZeHxeHTx4sWi2ezates6VrV0hw8fdroEoCRVVVUr4rw6\nfPjwini/K/W9bKUw5XOGXNyp1B1sVwrHX1mhUEipVMqI9eWqq6tLugKyEgQCAUWjUWUyGSOyAVB+\nK+H9zrT3MlM+Z8jFnUzYmvhqTFcAAACAcWhyAQAAYByaXAAAABhnWXNyv/3tbysUCsnj8cjr9epr\nX/uapqam1N/fr8nJSUWjUfX09CgUCpWrXgAAAKCoZTW5Ho9HX/7ylwu+UXj06FE1Njaqo6NDR48e\n1dDQkLZu3brsQgEAAIBSLXu6Qi6XK/h5dHRUbW1tkqTW1laNjo4u9ykAAACAa7LsJcQOHDggr9er\nRCKhRCKhTCYjy7IkSeFwWJlMZtlFAgAAANdiWU3uV7/61Xwj+9xzz2n16tULbnP1wsK2bSudThf8\n3rIsIxaCliSfz2fMGnPzmXxQNiasbQhgaWZnZ1VVVeV0GUVdunRJZ8+eVTgcdrqUsjDlc6aUz5iV\nxLRcTLGs0cy/adTU1GjDhg0aGxuTZVlKp9OyLEupVEo1NTX52w8PD2twcLDgMbq6utTd3b2cMlBB\nsVjsfX937ty561gJADdZKTuzSVd2Z/ug9zI4h1xQSUtucmdnZ5XL5RQMBjU7O6s333xTXV1disfj\nOnbsmDo6OnT8+HHF4/H8fRKJRMHP0pUruRMTE8pms0sfhUsEg0HNzMw4XUZZ+P1+xWIxY7IB8OFm\nynuZKZ8zpn3GmJaLKZbc5GYyGf34xz+Wx+PR3NycPvGJT6ipqUk33nij+vv7NTIyolWrVqmnpyd/\nn0gkokgksuCxksmkEX/69vv9Rozjatls1rgxAfjwMeW9zLTPGXJBJS25yY3FYnrooYcWHL/hhhu0\nZ8+eZRUFAAAALAc7ngEAAMA4NLkAAAAwDk0uAAAAjEOTCwAAAOPQ5AIAAMA4jm9tMT09rUAgYMQu\nG16vV9XV1U6XURYej0cXL178wGympqauc1UAsDR8zrhLKZ8xK4lJuZjE8VdWKBRSKpUyYn256upq\nYxq/QCCgaDSqTCZjRDYAPtwuXbpkxHuZKZ8zpn3GmJSLSZiuAAAw2uzs7IpppGZnZ50uATCG41dy\nAQCopKqqKu3atcvpMkpy+PBhp0sAjFGxJvf111/Xz372M+VyOW3cuFEdHR2VeioAAACgQEWmK8zN\nzemnP/2p7rvvPvX29urEiRNKJpOVeCoAAABggYo0uWNjY6qtrVU0GpXP51NLS4tOnz5diacCAAAA\nFqhIk5tKpRSJRPI/RyIR2bZdiacyjlu+dHDp0iWdO3duxXxZAwAA4GrX9Ytntm0rnU4XHLMsq+Jr\n5E1PT8vrrfxCEhcvXlz2Y/AFCQD4cPugZZx8Pp8RyzzNf+6bsEauZF4upvDkcrlcuR/0D3/4g44c\nOaL77rtPkjQ0NCSPx6NLly5pcHCw4Lbr1q3T5z//+YIrv3CebdsaHh5WIpEgGxchF3ciF/ciG3ci\nF3cyLZeKtOwNDQ0aHx/Xu+++K8uy9Pvf/167d+9WMBhUPB7P3y6ZTOrgwYNKp9NG/GOaJJ1Oa3Bw\nUPF4nGxchFzciVzci2zciVzcybRcKtLker1efe5zn9Nzzz2nXC6n2267TXV1dZJkxD8aAAAA3K1i\nky/Wr1+v9evXV+rhAQAAgPfFtr4AAAAwju/xxx9/3Kknz+Vyqqqq0s0336xgMOhUGVgE2bgTubgT\nubgX2bgTubiTablUZHUFAAAAwElMVwAAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIB\nAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABg\nHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpc\nAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAA\nGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcm\nFwAAAMahyQUAAIBxaHIBAABgHJpcAAAAGIcmFwAAAMbxF7tBNpvVs88+q8uXL2tubk633nqrPvOZ\nz2hqakr9/f2anJxUNBpVT0+PQqGQJGloaEgjIyPyer3avn27mpqaKj4QAAAAYJ4nl8vlit1odnZW\nVVVVmpub0zPPPKMdO3bo1KlTqq6uVkdHh44ePaqpqSlt3bpVFy5c0MDAgB544AHZtq0DBw5o7969\n8ng812M8AAAAQGnTFaqqqiRduao7Nzcnj8ej0dFRtbW1SZJaW1s1OjoqSTp9+rRaWlrk8/kUi8VU\nW1ursbGxCpUPAAAALFR0uoIkzc3Naf/+/RofH9ftt9+uhoYGZTIZWZYlSQqHw8pkMpKkVCqltWvX\n5u8bDodl23YFSgcAAAAWV1KT6/V69eCDD2p6elovvviiLly4sOA2pUxHsG1b6XS64JhlWYpEIiWW\nCwAAABRXUpM7LxQK6eabb9Ybb7why7KUTqdlWZZSqZRqamokLbxya9t2vokdHh7W4OBgwWN2dXWp\nu7t7ueMAAAAA8oo2uZlMRj6fT6FQSJcuXdKbb76pjo4OxeNxHTt2TB0dHTp+/Lji8bgkKR6Pa2Bg\nQO3t7UqlUhofH1dDQ4MkKZFI5G83z7IsTUxMKJvNVmB411cwGNTMzIzTZZSF3+9XLBYjG5chF3ci\nF/ciG3ciF3eaz8UURZvcdDqtgwcPKpfLKZfLqaWlRR//+Me1du1a9ff3a2RkRKtWrVJPT48kqb6+\nXs3Nzdq3b598Pp927tyZn8oQiUQWnZqQTCZ16dKlMg/t+vP7/UaM42rZbNaIMZmWDbm4E7m4F9m4\nE7mgkoo2uR/96Ef14IMPLjh+ww03aM+ePYvep7OzU52dnSUXkcvldPHiRc3Nzf3/hfn9+XV3AQAA\ngGtxTXNyKyWXy+mNN97Qc889J+nK1eDe3l6HqwIAAMBK5YomV7qy9Njp06clacEKDAAAAMC1KGkz\nCAAAAGAlockFAACAcWhyAQAAYBzH5+ROT0/L5/Mt2DHN4/GourraoaqWxuv1rria34/H49HFixcV\nCATk9zv+Mlk2U7IhF3ciF/ciG3ciF3cqZffalcTxV1YoFNLk5KRyuVzB8Vwup6mpKYeqWprq6uoV\nV/P7CQQCikajymQyRqz9Z0o25OJO5OJeZONO5OJOgUDA6RLKiukKAAAAMA5NLgAAAIxDkwsAAADj\nFJ2TOzk5qYMHDyqTycjj8SiRSGjz5s06cuSIhoeHVVNTI0nasmWL1q9fL0kaGhrSyMiIvF6vtm/f\nrqampsqOAgAAALhK0SbX6/Vq27ZtWrNmjWZmZrR//341NjZKku644w7deeedBbdPJpM6efKkent7\nZdu2Dhw4oL179xr3jT0AAAC4V9HpCuFwWGvWrJEkBYNBrV69WqlU6n1vPzo6qpaWFvl8PsViMdXW\n1mpsbKx8FQMAAABFXNOc3ImJCZ0/f14NDQ2SpFdffVVPPvmkDh06pOnpaUlSKpVSJBLJ3yccDsu2\n7TKWDAAAAHywktfJnZmZUV9fn3bs2KFgMKhNmzapq6tLHo9Hr7zyil5++WXdc889H/gYtm0rnU4X\nHLMsS17v4r32Sluvzefzrbia38/84twmLNItmZMNubgTubgX2bgTubiTKXnMK2k0ly9fVl9fn1pb\nW7VhwwZJyn/hTJISiYReeOEFSQuv3Nq2nb+yOzw8rMHBwYLH7urq0ubNmxfM2fV6vaqrq1vCkFBO\nsVjM6RKwCHJxJ3JxL7JxJ3JBJZXU5B46dEh1dXVqb2/PH0ulUgqHw5KkU6dOqb6+XpIUj8c1MDCg\n9vZ2pVIpjY+P56c3JBIJxePxgse2LEuZTGbBjmdzc3NKJpNLH5kDgsGgZmZmnC6jLPx+v2KxmCYm\nJpTNZp0uZ9lMyYZc3Ilc3Its3Ilc3Gk+F1MUbXLPnj2rEydOqL6+Xk899ZSkK8uFnThxQufPn5fH\n41E0GtXdd98tSaqvr1dzc7P27dsnn8+nnTt35q/SRiKRgvm68/74xz8u+twrbas/v9+/4mouJpvN\nGjEm07IhF3ciF/ciG3ciF1RS0Sb3pptu0mOPPbbg+PyauIvp7OxUZ2fn8ioDAAAAlogdzwAAAGAc\nmlwAAAAYhyYXAAAAxqHJBQAAgHFocgEAAGAcx7e2mJ6els/nW7AZhMfjUXV1tUNVLY3X611xNb8f\nj8ejixcvKhAIGLEDiinZkIs7kYt7kY07kYs7vbcXW+kcf2WFQiFNTk4u2Awil8tpamrKoaqWprq6\nesXV/H4CgYCi0agymYwRa/+Zkg25uBO5uBfZuBO5uJMJWxNfjekKAAAAMA5NLgAAAIxTdLrC5OSk\nDh48qEwmI4/Ho40bN6q9vV1TU1Pq7+/X5OSkotGoenp6FAqFJElDQ0MaGRmR1+vV9u3b1dTUVPGB\nAAAAAPOKNrler1fbtm3TmjVrNDMzo/379+uWW27RsWPH1NjYqI6ODh09elRDQ0PaunWrLly4oJMn\nT6q3t1e2bevAgQPau3evcZOZAQAA4F5FpyuEw2GtWbNGkhQMBrV69WrZtq3R0VG1tbVJklpbWzU6\nOipJOn36tFpaWuTz+RSLxVRbW6uxsbEKDgEAAAAodE1zcicmJnT+/HmtXbtWmUxGlmVJutIIZzIZ\nSVIqlVIkEsnfJxwOy7btMpYMAAAAfLCSlxCbmZlRX1+fduzYoWAwuOD3pUxHsG1b6XS64JhlWfJ6\nF++1V9pSFj6fb8XV/H7m1y00Yf1CyZxsyMWdyMW9yMadyMWdTMljXkmjuXz5svr6+tTa2qoNGzZI\nutKcptNpWZalVCqlmpoaSQuv3Nq2nb+yOzw8rMHBwYLH7urq0ubNmxc0yV6vV3V1dUsfGcoiFos5\nXQIWQS7uRC7uRTbuRC6opJKa3EOHDqmurk7t7e35Y/F4XMeOHVNHR4eOHz+ueDyePz4wMKD29nal\nUimNj4+roaFBkpRIJPK3m2dZljKZzILNIObm5pRMJpc1uOstGAxqZmbG6TLKwu/3KxaLaWJiQtls\n1ulyls2UbMjFncjFvcjGncjFneZzMUXRJvfs2bM6ceKE6uvr9dRTT0mStmzZorvuukv9/f0aGRnR\nqlWr1NPTI0mqr69Xc3Oz9u3bJ5/Pp507d+av0kYikYL5uvP++Mc/LvrcK20XFL/fv+JqLiabzRox\nJtOyIRd3Ihf3Iht3IhdUUtEm96abbtJjjz226O/27Nmz6PHOzk51dnYurzIAAABgiVy745nP51tw\nbHZ21oFKAAAAsNK49mt0wWBQu3btKjh2+PBhh6oBAADASuLaK7kAAADAUtHkAgAAwDg0uQAAADAO\nTS4AAACKOnbsmB599FGnyyiZ4188m56els/nK2lbYEmqrq6ucEVL5/V6XV3ftfB4PLp48aICgYAR\n2/yZkg25uBO5uBfZuBO5uNNivdh///d/q6+vT/39/aqrq9Nf/dVfOVDZ0jj+ygqFQpqcnFyw49n7\nmZqaqnBFS1ddXe3q+q5FIBBQNBpVJpMxYoFrU7IhF3ciF/ciG3ciF3cKBAIFP3/yk59UOBzWF77w\nBb3yyiv6sz/7M4cqWxqmKwAAAGCB+vp6/d///Z/Onz+vCxcuOF3ONaPJBQAAwAI///nPNTg4qDVr\n1qi3t1fNzc36p3/6J6fLKlnR6QqHDh3SmTNnVFNTo4cffliSdOTIEQ0PD6umpkaStGXLFq1fv16S\nNDQ0pJGREXm9Xm3fvl1NTU0VLB8AAACV8rvf/U7vvPOO2tvb9clPfnJFXdEt2uS2tbXp9ttv18GD\nBwuO33HHHbrzzjsLjiWTSZ08eVK9vb2ybVsHDhzQ3r17S/5SGQAAANzhu9/9rl544QV95Stf0b/8\ny7/Itu38Rc2VoOh0hXXr1pX8jcHR0VG1tLTI5/MpFouptrZWY2Njyy4SAAAA19f3v/99/fznP9cD\nDzygaDSqp59+Wn19fU6XVbIlr67w6quv6vjx47rxxhu1bds2hUIhpVIprV27Nn+bcDgs27bLUigA\nAACur/mpqblcTrlcTrOzsw5XVLolNbmbNm1SV1eXPB6PXnnlFb388su65557it7Ptm2l0+mCY5Zl\nyest/ftv713ewk18Pp+r67sW8+sWmrB+oWRONuTiTuTiXmTjTuTiTu/NIxwO69y5c7rxxhuVyWS0\na9cu/eVf/qVD1V27Jb265rt6SUokEnrhhRckLbxya9u2IpFI/ufh4WENDg4WPFZXV5c2b95c8rzd\nurq6pZSMJYrFYk6XgEWQizuRi3uRjTuRi7v96Ec/yjfvjz76qNavX6+Ojg6HqypdSU3uezdqSKVS\nCofDkqRTp06pvr5ekhSPxzUwMKD29nalUimNj4+roaEhf79EIqF4PF7wWJZlKZPJlLwZRDKZLOl2\nTggGg5qZmXG6jLLw+/2KxWKamJhQNpt1upxlMyUbcnEncnEvsnEncnGn+VzmNTQ06Gc/+5lWrVql\n+++/38HKlqZok/vSSy/p7bff1tTUlJ544gl1d3frrbfe0vnz5+XxeBSNRnX33XdLurJocHNzs/bt\n2yefz6edO3cWXKGNRCIFV3bn/fGPfyy5YDfvjOL3+11d31Jks1kjxmRaNuTiTuTiXmTjTuTibn/x\nF3+hQCCgiYkJffazn9U3vvEN3X///QtW3HKrok3u7t27Fxy77bbb3vf2nZ2d6uzsXF5VAAAAcNQ7\n77yjkydPamZmRps3b9bjjz+u//mf/3G6rJKx4xkAAAAWiMfjGh0dVTAYlCRNT09renra4apKZ8bX\nGgEAAFBW7777rm677Ta1t7frnXfe0aZNm/S3f/u3TpdVMppcAAAALPD444/n/zsUCmn9+vUrakUM\nmlwAAAAs8OlPf9rpEpaFJhcAAAALNDY2LrrEq8fjUS6X01tvveVAVaVzvMmdnp6Wz+creTOI6urq\nCle0dF6v19X1XQuPx6OLFy8qEAgYsSONKdmQizuRi3uRjTuRizu9txd77bXXHKqkPBx/ZYVCIU1O\nTpa8GcTU1FSFK1q66upqV9d3LQKBgKLRqDKZjBFr/5mSDbm4E7m4F9m4E7m403u3Jv7IRz7iUCXl\nwRJiAAAAMM6KbnJnZ2c/8GcAAAB8OBWdrnDo0CGdOXNGNTU1evjhhyVdmTLQ39+vyclJRaNR9fT0\nKBQKSZKGhoY0MjIir9er7du3q6mpqWLFV1VVadeuXfmfDx8+XLHnAgAAwMpR9EpuW1ub7r333oJj\nR48eVWNjox555BF97GMf09DQkCTpwoULOnnypHp7e/WlL31JP/nJT0qeawsAAACUS9Emd926dQu+\nMTg6Oqq2tjZJUmtrq0ZHRyVJp0+fVktLi3w+n2KxmP6/9u4utqn6j+P4p+1GN9qOdU9GBoIE2IIQ\nGIZpIUIAAA+5SURBVFWGyeYkxL9OI8TIokIIEiLiwwXeeGNivDZRCAlqxgXKEoeDOCXKkITIMkwM\nydwWSBwiisAWtpnVde0eutLzvyBr2NhgbO16dvZ+Xa2np+f8Dp/94Ovx9PvLzs5WW1tbAoYNAAAA\njG9Sz+SGQiG53W5JksfjUSgUkiT19vYqIyMjtp/H41EgEIjDMAEAAICJi0sLsYn2uA0EAgoGgyO2\nud1u2e0Tr7XvbG8xVtuR0e0vppPD4Ujq+eNpuG+hFfoXStbJhlzMiVzMi2zMiVzMySp5DJvU1bjd\nbgWDQbndbvX29srlckm6+85tIBAYcWe3sbFR9fX1I45VVlam4uLiCRfKubm5sZ/b29vv+T6mbiat\nUT2bkIs5kYt5kY05kQsSaUJF7ugvjxUUFKi5uVklJSVqaWlRQUFBbPu3336r9evXq7e3V93d3crP\nz499zufzxfYd5na7FQqFJvwFta6urim9n0hOp1ODg4NJO388paSkyOv1yu/3KxKJJHs4U2aVbMjF\nnMjFvMjGnMjFnIZzsYr7FrnHjx/X1atX1d/fr08//VQbNmxQSUmJampq1NTUpHnz5qmiokKSlJeX\np8cee0wHDx6Uw+HQCy+8MOIObUZGxog7u8M6OjomPOD7rYySzJVTUlJSLLFyy50ikYglrslq2ZCL\nOZGLeZGNOZELEum+Re6WLVvG3L5jx44xt5eWlqq0tHRqowIAAACmYEaveAYAAACMhSIXAAAAljOj\nitxwOJzsIQAAAGAGmFEN0ebMmaNNmzbFXp84cSKJowEAAIBZzag7uQAAAMBEUOQCAADAcpL+uMLA\nwIAcDseEVzy7n/T09LgcZzLsdntSzx9PNptNfX19Sk1NtcQyf1bJhlzMiVzMi2zMiVzMKV61mFkk\n/TcrLS1NPT09E17x7H76+/vjcpzJSE9PT+r54yk1NVWZmZkKhUKWaHBtlWzIxZzIxbzIxpzIxZxS\nU1OTPYS44nEFAAAAWA5FLgAAACxnSo8r7Nu3T2lpabLZbLLb7dq9e7f6+/t17Ngx9fT0KDMzUxUV\nFUpLS4vXeO8pHA5rzpw5474GAADA7DClItdms+n1118f8bD1uXPntGTJEpWUlOjcuXNqaGjQM888\nM+WBTgR9dAEAACDF4XGF0V8Ya21t1Zo1ayRJq1evVmtr61RPAQAAADyQKXdXOHLkiOx2u3w+n3w+\nn0KhkNxutyTJ4/EoFApNeZAAAADAg5hSkbtr165YIVtVVaWcnJy79rmz51ogEFAwGBzxvtvtlt2e\nuO+/TWc7DIfDYZn2G8N9C63Qv1CyTjbkYk7kYl5kY07kYk5WyWPYlK7G4/FIklwulwoLC9XW1ia3\n261gMCi3263e3l65XK7Y/o2Njaqvrx9xjLKyMhUXFyesAXFubm5CjjtbeL3eZA8BYyAXcyIX8yIb\ncyIXJNKki9xwOCzDMOR0OhUOh3XlyhWVlZWpoKBAzc3NKikpUUtLiwoKCmKf8fl8I15Lt+/khkKh\nuC0GMVpXV1dCjjsWp9OpwcHBaTtfIqWkpMjr9crv9ysSiSR7OFNmlWzIxZzIxbzIxpzIxZyGc7GK\nSRe5oVBIR48elc1mUzQa1apVq7R06VLNnz9fx44dU1NTk+bNm6eKiorYZzIyMpSRkXHXsTo6OiY7\njHsKh8N3vU5kS7GUlBRLrNxyp0gkYolrslo25GJO5GJeZGNO5IJEmnSR6/V69dZbb921fe7cudqx\nY8eUBhUvtBQDAACYnVjxDAAAAJZDkQsAAADLocgFAACA5VDkAgAAwHIocgEAAGA5SV/aYmBgQA6H\nI2GLQdxprBZiQ0NDY7Y1mwy73a709PS4HCvZbDab+vr6lJqaaokVUKySDbmYE7mYF9mYE7mY03TU\nYtMp6b9ZaWlp6unpSdhiEHca3VJMut1WrL+/Py7HT09Pj9uxki01NVWZmZkKhUKW6P1nlWzIxZzI\nxbzIxpzIxZyssDTxnXhcAQAAAJZDkQsAAADLocgFAACA5STsmdzLly/r1KlTMgxDa9euVUlJSaJO\nBQAAAIyQkDu50WhUJ0+e1Pbt2/XOO+/owoUL6urqSsSpAAAAgLskpMhta2tTdna2MjMz5XA4tHLl\nSl26dCkRp5qycDh8z9cAAACYeRLyuEJvb++I3rMZGRlqa2tLxKmmbHRbsRMnTox4f3Rv3bF67QIA\nAMBcprVPbiAQUDAYHLHN7XbL4XCouLhY1dXVkm43VU6W0UXsWEXweH3kHA6HZXrMDTfntkKTbsk6\n2ZCLOZGLeZGNOZGLOVklj2E2IwGrMFy/fl1nz57V9u3bJUkNDQ2y2WwaGhpSfX39iH0XLVqkl19+\nOW6rjiE+AoGAGhsb5fP5yMZEyMWcyMW8yMacyMWcrJZLQkr2/Px8dXd367///pPb7dbFixe1ZcsW\nOZ1OFRQUxPbr6upSbW2tgsGgJf4wrSQYDKq+vl4FBQVkYyLkYk7kYl5kY07kYk5WyyUhRa7dbtfz\nzz+vqqoqGYahoqIi5ebmSpIl/tAAAABgbgl7+GLZsmVatmxZog4PAAAAjIsVzwAAAGA5jo8++uij\nZJ3cMAzNmTNHixcvltPpTNYwMAayMSdyMSdyMS+yMSdyMSer5ZKQ7goTxdK/ybVv3z6lpaXJZrPJ\nbrdr9+7d6u/v17Fjx9TT06PMzExVVFQoLS1N0u0uGU1NTbLb7Xruuee0dOnSJF+BNXz//ff6448/\n5HK59Pbbb0vSpHJob2/Xd999p0gkomXLlqm8vDxp12QVY2Vz9uxZNTY2yuVySZI2btwYezSLbKZH\nT0+PamtrFQqFZLPZtHbtWq1fv555k2Sjc/H5fCouLmbOJFkkEtHhw4d169YtRaNRrVixQk8//fTs\nmC9Gkty6dcvYv3+/4ff7jUgkYnz22WdGZ2dnsoYzK+3bt8/o6+sbse306dNGQ0ODYRiG0dDQYJw+\nfdowDMPo6OgwPv/8cyMSiRjd3d3G/v37jWg0Ou1jtqKrV68a7e3txsGDB2PbJpNDZWWlcePGDcMw\nDKOqqsq4fPnyNF+J9YyVzc8//2z88ssvd+3b2dlJNtMkEAgY7e3thmEYxsDAgHHgwAGjs7OTeZNk\n4+XCnEm+wcFBwzBu116VlZXG9evXZ8V8SdozuTNp6V8rM0bdyG9tbdWaNWskSatXr1Zra6sk6dKl\nS1q5cqUcDoe8Xq+ys7NNu4rdTLNo0SKlp6eP2PagOfT29mpwcFD5+fl3fQaTN1Y242ltbSWbaeLx\nePTwww9LkpxOp3JychQIBJg3STZWLr29vePuz5yZPsOLXEUiEUWjUdlstlkxX5K2tMVMWvrXyo4c\nOSK73S6fzyefz6dQKCS32y3p9l9YoVBI0u28FixYEPucx+NRIBBIyphngwfNwW633zWfyCdxzp8/\nr5aWFs2fP1/PPvus0tLSyCZJ/H6/bt68qQULFjBvTGQ4l/z8fF27do05k2TRaFSVlZXq7u7WunXr\nlJ+fPyvmi7XWb8MD2bVrV+wXu6qqSjk5OXftY7PZkjAyjEYO5vHEE0+orKxMNptNZ86c0U8//aTN\nmzcne1iz0uDgoGpqalReXj7ml2SYN8kxOhfmTPLZ7Xbt2bNHAwMD+uabb9TZ2XnXPlacL0l7XMHj\n8ainpyf2OhAIsFDENPN4PJIkl8ulwsJCtbW1ye12KxgMSrr9X3PDXxQYfeeWvBLrQXMgn+njcrli\n/xj4fL7Y/4Eim+l169Yt1dTUaPXq1SosLJTEvDGDsXJhzphHWlqaFi9erD///HNWzJekFbl3Lv0b\niUR08eLFEUv+IrHC4bAGBwdjP1+5ckV5eXkqKChQc3OzJKmlpSWWSUFBgS5evKhIJCK/36/u7u7Y\nczmYutHPRj9oDh6PR06nUzdu3JBhGCM+g6kZnc2dzxj+/vvvysvLk0Q20+37779Xbm6u1q9fH9vG\nvEm+sXJhziRXKBTSwMCAJGloaEhXrlxRTk7OrJgvpmkhVlRUpNLS0mQNZdbx+/06evSobDabotGo\nVq1apdLSUvX19enYsWMKBAKaN2+eKioqYl+8aWho0G+//SaHw0ELsTg6fvy4rl69qv7+frlcLm3Y\nsEGFhYWqqal5oBxmXGuXGWCsbP7++2/dvHlTNptNmZmZevHFF2PPtZHN9Lh27ZoOHz6svLy82B3C\njRs3Kj8//4H//iKb+BkvlwsXLjBnkqijo0O1tbUyDEOGYWjlypV66qmnJvXv/UzLJalFLgAAAJAI\nLOsLAAAAy6HIBQAAgOVQ5AIAAMByKHIBAABgORS5AAAAsByKXAAAAFgORS4AAAAshyIXAAAAlkOR\nCwAAAMuhyAUAAIDlUOQCAADAcihyAQAAYDkUuQAAALAcilwAAABYDkUuAAAALIciFwAAAJZDkQsA\nAADLocgFAACA5VDkAkCC1NfXa+HChckeBgDMShS5AJBANpst2UMAgFmJIhcAAACWQ5ELAPfx8ccf\nq6KiYsS2vXv3au/evfryyy+1YsUKZWRkaOnSpaqsrBz3OHa7XX/99Vfs9c6dO/Xhhx/GXv/www8q\nKiqS1+tVSUmJLly4EP+LAYBZgiIXAO7j1VdfVV1dnUKhkCQpGo2qpqZGW7du1UMPPaQff/xRgUBA\nhw8f1nvvvafm5uYxj3OvRxeampq0a9cuHTp0SN3d3XrzzTe1adMmDQ0NJeSaAMDqKHIB4D4eeeQR\nrV27VrW1tZKkM2fOyOVyad26dSovL9ejjz4qSSotLdX//vc/NTQ0jHkcwzDGPcehQ4e0Z88ePf74\n47LZbNq+fbucTqd+/fXX+F8QAMwCFLkAMAGvvfaaqqurJUnV1dXaunWrJKmurk5PPvmksrOz5fV6\nVVdXp3///feBj//PP//ok08+UVZWlrKysuT1enXjxg21t7fH9ToAYLagyAWACaioqNDZs2fV1tam\n2tpabdu2TeFwWFu2bNH777+vrq4u+f1+lZeXj3vHdu7cuerr64u9vnnzZuznhQsX6oMPPlB3d7e6\nu7vl9/sVDAb1yiuvJPzaAMCKKHIBYAJycnJUVlamnTt3asmSJVq+fLnC4bDC4bBycnJkt9tVV1en\n06dPj3uMoqIiff3114pGozp16pTq6+tj773xxhv64osvdP78eUlSKBTSyZMnY88BAwAeDEUuAEzQ\n1q1bdebMGW3btk2S5Ha7deDAAVVUVCgrK0tHjx7V5s2bx/38/v37deLECXm9XlVXV+ull16Kvefz\n+XTo0CG9++67ysrK0vLly/XVV18l/JoAwKpsxr2+CQEAAADMQNzJBQAAgOVQ5AIAAMByKHIBAABg\nORS5AAAAsByKXAAAAFgORS4AAAAshyIXAAAAlkORCwAAAMuhyAUAAIDl/B+x9rR6OAdIvwAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c757d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (299321897)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meat_lng = pd.melt(meat[['date', 'beef', 'pork', 'veal']], id_vars=['date'])\n",
    "\n",
    "ggplot(meat_lng, aes(x='value')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_grid(\"variable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7Nt9+llnXtTRTjx05cmTGZdn31M3Xutk2axh9/vnndezYMY2Njemb3/ym2tra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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dbf4e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298221653)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(meat_lng, aes(x='value')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_grid(None, \"variable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FACDK+ooqK6xAeCisAABEGYUViAyFFQCAKGMPKxAZCisAAFHGHlYgMhRWAACijC0BQGSs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\nuMXaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d6cb950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (299999177)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(meat_lng, aes(x='value')) + \\\n",
    "    geom_density() + \\\n",
    "    facet_grid(None, \"variable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w2+36z9XPHQ4HXC4X3G433G43XC6X/lh9zO12w+Px6Ne+rH44nU4W3EQ1ZtFu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\nhTARERERJSUWwkRERESUlP4fS4zt3/9Ax+cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e738110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (300363609)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(meat_lng, aes(x='value')) + \\\n",
    "    geom_density() + \\\n",
    "    facet_grid(\"variable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
